En la base de datos relacionada, se encuentra el “Registro de Eventos Naturales o Antrópicos no Intencionales”ocurridos durante el año 2019, que fueron reportados a la UNGRD (Unidad Nacional para la Gestión del Riesgo de Desastres) con su respectiva afectación y atención prestada a cada uno. https://www.datos.gov.co/Ambiente-y-Desarrollo-Sostenible/Emergencias-UNGRD-2019/4fd8-ptcr (BaseExcelDepurada)
head(Incendios)## # A tibble: 6 x 75
## FECHA DEPARTAMENTO COD_DANE MUNICIPIO EVENTO_INC EVENTO DIVIPOLA FALLECIDOS
## <chr> <chr> <chr> <chr> <dbl> <chr> <dbl> <dbl>
## 1 01/01/2~ ANTIOQUIA 05 SAN JERO~ 0 INCEN~ 5656 0
## 2 01/01/2~ RISARALDA 66 MARSELLA 0 INMER~ 66440 1
## 3 01/01/2~ ANTIOQUIA 05 ANZA 1 INCEN~ 5044 0
## 4 01/01/2~ ANTIOQUIA 05 MONTEBEL~ 1 INCEN~ 5467 0
## 5 01/01/2~ ANTIOQUIA 05 CAUCASIA 0 INCEN~ 5154 0
## 6 01/01/2~ ANTIOQUIA 05 AMAGA 1 INCEN~ 5030 0
## # ... with 67 more variables: HERIDOS <dbl>, DESAPARECIDOS <dbl>,
## # PERSONAS <dbl>, FAMILIAS <dbl>, `VIVIENDAS DESTRUIDAS` <dbl>,
## # `VIVIENDAS AVERIADAS` <dbl>, VIAS <dbl>, `PUENTES VEHICULARES` <dbl>,
## # `PUENTES PEATONALES` <dbl>, ACUEDUCTO <dbl>, ALCANTARILLADO <dbl>,
## # `CENTROS DE SALUD` <dbl>, `CENTROS EDUCATIVOS` <dbl>,
## # `CENTROS COMUNITARIOS` <dbl>, HECTAREAS <dbl>, `OTROS-AFECTACION` <chr>,
## # `SUBSIDIO DE ARRIENDO` <dbl>, `ASISTENCIA NO ALIMENTARIA` <dbl>, ...## En el proceso de limpieza se quitaros 2 registros , un dato que corresponde a peru y un dato vacio
dim(Incendios)## [1] 4435 75N = nrow(Incendios)
## N corresponde a la población total del estudio que son el total de registros
z = qnorm(0.035, mean= 0, sd = 1, lower.tail = TRUE)
##
d = 0.03
n = z*z*0.5*0.5/(d*d+(z*z*0.5*0.5)/N)
n = ceiling(n)
n## [1] 757set.seed(3564)
muestra_inc <- Incendios [ sample (N, size = n ),]
muestra_inc## # A tibble: 757 x 75
## FECHA DEPARTAMENTO COD_DANE MUNICIPIO EVENTO_INC EVENTO DIVIPOLA FALLECIDOS
## <chr> <chr> <chr> <chr> <dbl> <chr> <dbl> <dbl>
## 1 05/30/~ RISARALDA 66 DOSQUEBR~ 0 MOVIM~ 66170 0
## 2 04/20/~ NORTE DE SA~ 54 TOLEDO 0 AVENI~ 54820 0
## 3 07/29/~ SANTANDER 68 RIONEGRO 0 VENDA~ 68615 0
## 4 01/11/~ META 50 GRANADA 1 INCEN~ 50313 0
## 5 01/27/~ BOYACA 15 RAMIRIQUI 1 INCEN~ 15599 0
## 6 09/13/~ TOLIMA 73 COYAIMA 1 INCEN~ 73217 0
## 7 02/02/~ ANTIOQUIA 05 TURBO 0 INCEN~ 5837 0
## 8 07/30/~ HUILA 41 PITAL 0 INMER~ 41548 1
## 9 09/04/~ TOLIMA 73 ROVIRA 1 INCEN~ 73624 0
## 10 01/25/~ TOLIMA 73 PLANADAS 1 INCEN~ 73555 0
## # ... with 747 more rows, and 67 more variables: HERIDOS <dbl>,
## # DESAPARECIDOS <dbl>, PERSONAS <dbl>, FAMILIAS <dbl>,
## # `VIVIENDAS DESTRUIDAS` <dbl>, `VIVIENDAS AVERIADAS` <dbl>, VIAS <dbl>,
## # `PUENTES VEHICULARES` <dbl>, `PUENTES PEATONALES` <dbl>, ACUEDUCTO <dbl>,
## # ALCANTARILLADO <dbl>, `CENTROS DE SALUD` <dbl>, `CENTROS EDUCATIVOS` <dbl>,
## # `CENTROS COMUNITARIOS` <dbl>, HECTAREAS <dbl>, `OTROS-AFECTACION` <chr>,
## # `SUBSIDIO DE ARRIENDO` <dbl>, `ASISTENCIA NO ALIMENTARIA` <dbl>, ...MediaH=mean(muestra_inc$HERIDOS)
MediaH## [1] 0.3949802MediaF=mean(muestra_inc$FALLECIDOS)
MediaF## [1] 0.1294584muestra_inc$TotalN <- N
head(muestra_inc)## # A tibble: 6 x 76
## FECHA DEPARTAMENTO COD_DANE MUNICIPIO EVENTO_INC EVENTO DIVIPOLA FALLECIDOS
## <chr> <chr> <chr> <chr> <dbl> <chr> <dbl> <dbl>
## 1 05/30/2~ RISARALDA 66 DOSQUEBR~ 0 MOVIM~ 66170 0
## 2 04/20/2~ NORTE DE SA~ 54 TOLEDO 0 AVENI~ 54820 0
## 3 07/29/2~ SANTANDER 68 RIONEGRO 0 VENDA~ 68615 0
## 4 01/11/2~ META 50 GRANADA 1 INCEN~ 50313 0
## 5 01/27/2~ BOYACA 15 RAMIRIQUI 1 INCEN~ 15599 0
## 6 09/13/2~ TOLIMA 73 COYAIMA 1 INCEN~ 73217 0
## # ... with 68 more variables: HERIDOS <dbl>, DESAPARECIDOS <dbl>,
## # PERSONAS <dbl>, FAMILIAS <dbl>, `VIVIENDAS DESTRUIDAS` <dbl>,
## # `VIVIENDAS AVERIADAS` <dbl>, VIAS <dbl>, `PUENTES VEHICULARES` <dbl>,
## # `PUENTES PEATONALES` <dbl>, ACUEDUCTO <dbl>, ALCANTARILLADO <dbl>,
## # `CENTROS DE SALUD` <dbl>, `CENTROS EDUCATIVOS` <dbl>,
## # `CENTROS COMUNITARIOS` <dbl>, HECTAREAS <dbl>, `OTROS-AFECTACION` <chr>,
## # `SUBSIDIO DE ARRIENDO` <dbl>, `ASISTENCIA NO ALIMENTARIA` <dbl>, ...muestra_inc## # A tibble: 757 x 76
## FECHA DEPARTAMENTO COD_DANE MUNICIPIO EVENTO_INC EVENTO DIVIPOLA FALLECIDOS
## <chr> <chr> <chr> <chr> <dbl> <chr> <dbl> <dbl>
## 1 05/30/~ RISARALDA 66 DOSQUEBR~ 0 MOVIM~ 66170 0
## 2 04/20/~ NORTE DE SA~ 54 TOLEDO 0 AVENI~ 54820 0
## 3 07/29/~ SANTANDER 68 RIONEGRO 0 VENDA~ 68615 0
## 4 01/11/~ META 50 GRANADA 1 INCEN~ 50313 0
## 5 01/27/~ BOYACA 15 RAMIRIQUI 1 INCEN~ 15599 0
## 6 09/13/~ TOLIMA 73 COYAIMA 1 INCEN~ 73217 0
## 7 02/02/~ ANTIOQUIA 05 TURBO 0 INCEN~ 5837 0
## 8 07/30/~ HUILA 41 PITAL 0 INMER~ 41548 1
## 9 09/04/~ TOLIMA 73 ROVIRA 1 INCEN~ 73624 0
## 10 01/25/~ TOLIMA 73 PLANADAS 1 INCEN~ 73555 0
## # ... with 747 more rows, and 68 more variables: HERIDOS <dbl>,
## # DESAPARECIDOS <dbl>, PERSONAS <dbl>, FAMILIAS <dbl>,
## # `VIVIENDAS DESTRUIDAS` <dbl>, `VIVIENDAS AVERIADAS` <dbl>, VIAS <dbl>,
## # `PUENTES VEHICULARES` <dbl>, `PUENTES PEATONALES` <dbl>, ACUEDUCTO <dbl>,
## # ALCANTARILLADO <dbl>, `CENTROS DE SALUD` <dbl>, `CENTROS EDUCATIVOS` <dbl>,
## # `CENTROS COMUNITARIOS` <dbl>, HECTAREAS <dbl>, `OTROS-AFECTACION` <chr>,
## # `SUBSIDIO DE ARRIENDO` <dbl>, `ASISTENCIA NO ALIMENTARIA` <dbl>, ...mydesign <- svydesign(id = ~1, data = muestra_inc, fpc = ~TotalN)
summary(mydesign)## Independent Sampling design
## svydesign(id = ~1, data = muestra_inc, fpc = ~TotalN)
## Probabilities:
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.1707 0.1707 0.1707 0.1707 0.1707 0.1707
## Population size (PSUs): 4435
## Data variables:
## [1] "FECHA"
## [2] "DEPARTAMENTO"
## [3] "COD_DANE"
## [4] "MUNICIPIO"
## [5] "EVENTO_INC"
## [6] "EVENTO"
## [7] "DIVIPOLA"
## [8] "FALLECIDOS"
## [9] "HERIDOS"
## [10] "DESAPARECIDOS"
## [11] "PERSONAS"
## [12] "FAMILIAS"
## [13] "VIVIENDAS DESTRUIDAS"
## [14] "VIVIENDAS AVERIADAS"
## [15] "VIAS"
## [16] "PUENTES VEHICULARES"
## [17] "PUENTES PEATONALES"
## [18] "ACUEDUCTO"
## [19] "ALCANTARILLADO"
## [20] "CENTROS DE SALUD"
## [21] "CENTROS EDUCATIVOS"
## [22] "CENTROS COMUNITARIOS"
## [23] "HECTAREAS"
## [24] "OTROS-AFECTACION"
## [25] "SUBSIDIO DE ARRIENDO"
## [26] "ASISTENCIA NO ALIMENTARIA"
## [27] "APOYO ALIMENTARIO"
## [28] "MATERIALES CONSTRUCCION"
## [29] "SACOS - BIGBAG"
## [30] "OBRAS DE EMERGENCIA"
## [31] "CARROTANQUES - MOTOBOMBAS-PLANTA POTABILIZADORA"
## [32] "HORAS MAQUINA\r\nRETROEXCAVADORA\r\nBULLDOCER\r\nINTERVENTORIA"
## [33] "APOYO AEREO / TERRESTRE"
## [34] "FIC / TRANSFERENCIAS ECONOMICAS"
## [35] "INFRAESCTRUCTURA TECNOLOGICA"
## [36] "RECURSOS EJECUTADOS"
## [37] "OTROS"
## [38] "CANTIDAD KIT DE ALIMENTO"
## [39] "VALOR KIT DE ALIMENTO"
## [40] "CANTIDAD RACIONES DE CAMPAÑA"
## [41] "VALOR RACIONES DE CAMPAÑA"
## [42] "CANTIDAD KIT ASEO"
## [43] "VALOR KIT ASEO"
## [44] "CANTIDAD KIT COCINA"
## [45] "VALOR KIT COCINA"
## [46] "CANTIDAD COLCHONETA"
## [47] "VALOR COLCHONETA"
## [48] "CANTIDAD FRAZADAS/\r\nSOBRECAMAS"
## [49] "VALOR FRAZADAS/\r\nSOBRECAMAS"
## [50] "CANTIDAD SABANAS / COBIJA SENCILLA"
## [51] "VALOR SABANAS / COBIJA SENCILLA"
## [52] "CANTIDAD HAMACAS"
## [53] "VALOR HAMACAS"
## [54] "CANTIDAD TOLDILLOS"
## [55] "VALOR TOLDILLOS"
## [56] "CANTIDAD CARPAS"
## [57] "VALOR CARPAS"
## [58] "CANTIDAD ESTUFAS"
## [59] "VALOR ESTUFAS"
## [60] "VALOR TOTAL ASISTENCIA NO ALIMENTARIA"
## [61] "CANTIDAD PLASTICO NEGRO"
## [62] "VALOR PLASTICO NEGRO"
## [63] "CANTIDAD SACOS"
## [64] "VALOR SACOS"
## [65] "CANTIDAD BIG BAG"
## [66] "VALOR BIG BAG"
## [67] "CANTIDAD CEMENTO"
## [68] "VALOR CEMENTO"
## [69] "CANTIDAD TEJAS DE ZINC"
## [70] "VALOR TEJAS DE ZINC"
## [71] "CANTIDAD TEJAS DE FIBROCEMENTO"
## [72] "VALOR TEJAS DE FIBROCEMENTO"
## [73] "DESCRIPCION MATERIALES DE CONSTRUCCION"
## [74] "VALOR MATERIALES DE CONSTRUCCION"
## [75] "VALOR TOTAL APOYO DEL FNGRD"
## [76] "TotalN"# Estimaciones
svymean(muestra_inc$HERIDOS,mydesign)## mean SE
## [1,] 0.39498 0.0662summary(mydesign)## Independent Sampling design
## svydesign(id = ~1, data = muestra_inc, fpc = ~TotalN)
## Probabilities:
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.1707 0.1707 0.1707 0.1707 0.1707 0.1707
## Population size (PSUs): 4435
## Data variables:
## [1] "FECHA"
## [2] "DEPARTAMENTO"
## [3] "COD_DANE"
## [4] "MUNICIPIO"
## [5] "EVENTO_INC"
## [6] "EVENTO"
## [7] "DIVIPOLA"
## [8] "FALLECIDOS"
## [9] "HERIDOS"
## [10] "DESAPARECIDOS"
## [11] "PERSONAS"
## [12] "FAMILIAS"
## [13] "VIVIENDAS DESTRUIDAS"
## [14] "VIVIENDAS AVERIADAS"
## [15] "VIAS"
## [16] "PUENTES VEHICULARES"
## [17] "PUENTES PEATONALES"
## [18] "ACUEDUCTO"
## [19] "ALCANTARILLADO"
## [20] "CENTROS DE SALUD"
## [21] "CENTROS EDUCATIVOS"
## [22] "CENTROS COMUNITARIOS"
## [23] "HECTAREAS"
## [24] "OTROS-AFECTACION"
## [25] "SUBSIDIO DE ARRIENDO"
## [26] "ASISTENCIA NO ALIMENTARIA"
## [27] "APOYO ALIMENTARIO"
## [28] "MATERIALES CONSTRUCCION"
## [29] "SACOS - BIGBAG"
## [30] "OBRAS DE EMERGENCIA"
## [31] "CARROTANQUES - MOTOBOMBAS-PLANTA POTABILIZADORA"
## [32] "HORAS MAQUINA\r\nRETROEXCAVADORA\r\nBULLDOCER\r\nINTERVENTORIA"
## [33] "APOYO AEREO / TERRESTRE"
## [34] "FIC / TRANSFERENCIAS ECONOMICAS"
## [35] "INFRAESCTRUCTURA TECNOLOGICA"
## [36] "RECURSOS EJECUTADOS"
## [37] "OTROS"
## [38] "CANTIDAD KIT DE ALIMENTO"
## [39] "VALOR KIT DE ALIMENTO"
## [40] "CANTIDAD RACIONES DE CAMPAÑA"
## [41] "VALOR RACIONES DE CAMPAÑA"
## [42] "CANTIDAD KIT ASEO"
## [43] "VALOR KIT ASEO"
## [44] "CANTIDAD KIT COCINA"
## [45] "VALOR KIT COCINA"
## [46] "CANTIDAD COLCHONETA"
## [47] "VALOR COLCHONETA"
## [48] "CANTIDAD FRAZADAS/\r\nSOBRECAMAS"
## [49] "VALOR FRAZADAS/\r\nSOBRECAMAS"
## [50] "CANTIDAD SABANAS / COBIJA SENCILLA"
## [51] "VALOR SABANAS / COBIJA SENCILLA"
## [52] "CANTIDAD HAMACAS"
## [53] "VALOR HAMACAS"
## [54] "CANTIDAD TOLDILLOS"
## [55] "VALOR TOLDILLOS"
## [56] "CANTIDAD CARPAS"
## [57] "VALOR CARPAS"
## [58] "CANTIDAD ESTUFAS"
## [59] "VALOR ESTUFAS"
## [60] "VALOR TOTAL ASISTENCIA NO ALIMENTARIA"
## [61] "CANTIDAD PLASTICO NEGRO"
## [62] "VALOR PLASTICO NEGRO"
## [63] "CANTIDAD SACOS"
## [64] "VALOR SACOS"
## [65] "CANTIDAD BIG BAG"
## [66] "VALOR BIG BAG"
## [67] "CANTIDAD CEMENTO"
## [68] "VALOR CEMENTO"
## [69] "CANTIDAD TEJAS DE ZINC"
## [70] "VALOR TEJAS DE ZINC"
## [71] "CANTIDAD TEJAS DE FIBROCEMENTO"
## [72] "VALOR TEJAS DE FIBROCEMENTO"
## [73] "DESCRIPCION MATERIALES DE CONSTRUCCION"
## [74] "VALOR MATERIALES DE CONSTRUCCION"
## [75] "VALOR TOTAL APOYO DEL FNGRD"
## [76] "TotalN"#=========================
VarH=var(muestra_inc$HERIDOS)
VarH## [1] 3.998546MediaH=mean(muestra_inc$HERIDOS)
MediaH## [1] 0.3949802VarEstim=(1-757/4435)*VarH/757
VarEstim## [1] 0.004380507EE=sqrt(VarEstim)
EE## [1] 0.0661854CV=(EE/MediaH)*100
CV## [1] 16.75664valort=qt(c(0.025),df=(757-1),lower.tail = FALSE)# probabilidad de cola 0.025 equivle a nivel de confianza del 95%, ya q la dist t es simetrica
Lsup=MediaH+(valort*EE)
Linf=MediaH-(valort*EE)
resumenMediaH1 <- data.frame(n ,MediaH,VarEstim,EE,Linf,Lsup,CV)
resumenMediaH1## n MediaH VarEstim EE Linf Lsup CV
## 1 757 0.3949802 0.004380507 0.0661854 0.2650512 0.5249092 16.75664#Con un nivel de confianza del 95% el promedio de los heridos de la población va a ser de 0.39
EstimTot=N*MediaF
EstimTot## [1] 574.148VarEstimTOT=(N^2)*VarEstim
VarEstimTOT## [1] 86161.17#El Error Estándar (EE) de la estimación, es:
EETot=sqrt(VarEstimTOT)
EETot## [1] 293.5322## Calculo de intervalo de confianza al 95%
valortF=qt(c(0.025),df=(757-1),lower.tail = FALSE)# probabilidad de cola 0.025 equivle a nivel de confianza del 95%, ya q la dist t es simetrica
LsupTotF=EstimTot+(valortF*EETot)
LinfTotF=EstimTot-(valortF*EETot)
# El coeficiente de variación de la estimación del Total, es:
CVTot=(EETot/EstimTot)*100
CVTot## [1] 51.12484resumenTotF <- data.frame(n ,EstimTot,VarEstimTOT,EETot,LinfTotF,LsupTotF,CVTot)
resumenTotF## n EstimTot VarEstimTOT EETot LinfTotF LsupTotF CVTot
## 1 757 574.148 86161.17 293.5322 -2.08718 1150.383 51.12484## Cartografía
sp_df <- readOGR(dsn = "MGN2021_DPTO_POLITICO", layer = "MGN_DPTO_POLITICO")## Warning in OGRSpatialRef(dsn, layer, morphFromESRI = morphFromESRI, dumpSRS =
## dumpSRS, : Discarded datum Marco_Geocentrico_Nacional_de_Referencia in Proj4
## definition: +proj=longlat +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +no_defs## OGR data source with driver: ESRI Shapefile
## Source: "C:\Users\aguecham\Documents\GitHub\ProyectoEstadistica\ProyectoEstadistica\TallerMuestreo\MGN2021_DPTO_POLITICO", layer: "MGN_DPTO_POLITICO"
## with 33 features
## It has 9 fields#head(sp_df)
#fix(sp_df)
#as.data.frame(sp_df)
DPTO_SH="MGN2021_DPTO_POLITICO/MGN_DPTO_POLITICO.shp"
DPTO_SH2 <- st_read(DPTO_SH)## Reading layer `MGN_DPTO_POLITICO' from data source
## `C:\Users\aguecham\Documents\GitHub\ProyectoEstadistica\ProyectoEstadistica\TallerMuestreo\MGN2021_DPTO_POLITICO\MGN_DPTO_POLITICO.shp'
## using driver `ESRI Shapefile'
## Simple feature collection with 33 features and 9 fields
## Geometry type: MULTIPOLYGON
## Dimension: XY
## Bounding box: xmin: -81.73562 ymin: -4.229406 xmax: -66.84722 ymax: 13.39473
## Geodetic CRS: MAGNA-SIRGASHeridosDepto <- muestra_inc %>%
group_by(DEPARTAMENTO) %>%
summarise(promedioH = mean(HERIDOS),COD_DANE)## `summarise()` has grouped output by 'DEPARTAMENTO'. You can override using the
## `.groups` argument.# Para visualizar la base resumida
ResumenH=as.data.frame(HeridosDepto)
ResumenH## DEPARTAMENTO promedioH COD_DANE
## 1 ANTIOQUIA 0.80487805 05
## 2 ANTIOQUIA 0.80487805 05
## 3 ANTIOQUIA 0.80487805 05
## 4 ANTIOQUIA 0.80487805 05
## 5 ANTIOQUIA 0.80487805 05
## 6 ANTIOQUIA 0.80487805 05
## 7 ANTIOQUIA 0.80487805 05
## 8 ANTIOQUIA 0.80487805 05
## 9 ANTIOQUIA 0.80487805 05
## 10 ANTIOQUIA 0.80487805 05
## 11 ANTIOQUIA 0.80487805 05
## 12 ANTIOQUIA 0.80487805 05
## 13 ANTIOQUIA 0.80487805 05
## 14 ANTIOQUIA 0.80487805 05
## 15 ANTIOQUIA 0.80487805 05
## 16 ANTIOQUIA 0.80487805 05
## 17 ANTIOQUIA 0.80487805 05
## 18 ANTIOQUIA 0.80487805 05
## 19 ANTIOQUIA 0.80487805 05
## 20 ANTIOQUIA 0.80487805 05
## 21 ANTIOQUIA 0.80487805 05
## 22 ANTIOQUIA 0.80487805 05
## 23 ANTIOQUIA 0.80487805 05
## 24 ANTIOQUIA 0.80487805 05
## 25 ANTIOQUIA 0.80487805 05
## 26 ANTIOQUIA 0.80487805 05
## 27 ANTIOQUIA 0.80487805 05
## 28 ANTIOQUIA 0.80487805 05
## 29 ANTIOQUIA 0.80487805 05
## 30 ANTIOQUIA 0.80487805 05
## 31 ANTIOQUIA 0.80487805 05
## 32 ANTIOQUIA 0.80487805 05
## 33 ANTIOQUIA 0.80487805 05
## 34 ANTIOQUIA 0.80487805 05
## 35 ANTIOQUIA 0.80487805 05
## 36 ANTIOQUIA 0.80487805 05
## 37 ANTIOQUIA 0.80487805 05
## 38 ANTIOQUIA 0.80487805 05
## 39 ANTIOQUIA 0.80487805 05
## 40 ANTIOQUIA 0.80487805 05
## 41 ANTIOQUIA 0.80487805 05
## 42 ARAUCA 0.00000000 81
## 43 ARAUCA 0.00000000 81
## 44 ARAUCA 0.00000000 81
## 45 ARAUCA 0.00000000 81
## 46 ARAUCA 0.00000000 81
## 47 ARAUCA 0.00000000 81
## 48 ARAUCA 0.00000000 81
## 49 ARAUCA 0.00000000 81
## 50 ARAUCA 0.00000000 81
## 51 ARAUCA 0.00000000 81
## 52 ATLANTICO 0.00000000 08
## 53 ATLANTICO 0.00000000 08
## 54 ATLANTICO 0.00000000 08
## 55 ATLANTICO 0.00000000 08
## 56 ATLANTICO 0.00000000 08
## 57 BOGOTA, D.C. 1.64285714 11
## 58 BOGOTA, D.C. 1.64285714 11
## 59 BOGOTA, D.C. 1.64285714 11
## 60 BOGOTA, D.C. 1.64285714 11
## 61 BOGOTA, D.C. 1.64285714 11
## 62 BOGOTA, D.C. 1.64285714 11
## 63 BOGOTA, D.C. 1.64285714 11
## 64 BOGOTA, D.C. 1.64285714 11
## 65 BOGOTA, D.C. 1.64285714 11
## 66 BOGOTA, D.C. 1.64285714 11
## 67 BOGOTA, D.C. 1.64285714 11
## 68 BOGOTA, D.C. 1.64285714 11
## 69 BOGOTA, D.C. 1.64285714 11
## 70 BOGOTA, D.C. 1.64285714 11
## 71 BOLIVAR 0.00000000 13
## 72 BOLIVAR 0.00000000 13
## 73 BOLIVAR 0.00000000 13
## 74 BOLIVAR 0.00000000 13
## 75 BOLIVAR 0.00000000 13
## 76 BOLIVAR 0.00000000 13
## 77 BOLIVAR 0.00000000 13
## 78 BOLIVAR 0.00000000 13
## 79 BOLIVAR 0.00000000 13
## 80 BOLIVAR 0.00000000 13
## 81 BOLIVAR 0.00000000 13
## 82 BOYACA 0.76470588 15
## 83 BOYACA 0.76470588 15
## 84 BOYACA 0.76470588 15
## 85 BOYACA 0.76470588 15
## 86 BOYACA 0.76470588 15
## 87 BOYACA 0.76470588 15
## 88 BOYACA 0.76470588 15
## 89 BOYACA 0.76470588 15
## 90 BOYACA 0.76470588 15
## 91 BOYACA 0.76470588 15
## 92 BOYACA 0.76470588 15
## 93 BOYACA 0.76470588 15
## 94 BOYACA 0.76470588 15
## 95 BOYACA 0.76470588 15
## 96 BOYACA 0.76470588 15
## 97 BOYACA 0.76470588 15
## 98 BOYACA 0.76470588 15
## 99 BOYACA 0.76470588 15
## 100 BOYACA 0.76470588 15
## 101 BOYACA 0.76470588 15
## 102 BOYACA 0.76470588 15
## 103 BOYACA 0.76470588 15
## 104 BOYACA 0.76470588 15
## 105 BOYACA 0.76470588 15
## 106 BOYACA 0.76470588 15
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## 683 TOLIMA 0.11290323 73
## 684 TOLIMA 0.11290323 73
## 685 TOLIMA 0.11290323 73
## 686 TOLIMA 0.11290323 73
## 687 TOLIMA 0.11290323 73
## 688 TOLIMA 0.11290323 73
## 689 TOLIMA 0.11290323 73
## 690 TOLIMA 0.11290323 73
## 691 TOLIMA 0.11290323 73
## 692 TOLIMA 0.11290323 73
## 693 TOLIMA 0.11290323 73
## 694 TOLIMA 0.11290323 73
## 695 TOLIMA 0.11290323 73
## 696 TOLIMA 0.11290323 73
## 697 TOLIMA 0.11290323 73
## 698 TOLIMA 0.11290323 73
## 699 TOLIMA 0.11290323 73
## 700 TOLIMA 0.11290323 73
## 701 TOLIMA 0.11290323 73
## 702 TOLIMA 0.11290323 73
## 703 TOLIMA 0.11290323 73
## 704 TOLIMA 0.11290323 73
## 705 TOLIMA 0.11290323 73
## 706 TOLIMA 0.11290323 73
## 707 TOLIMA 0.11290323 73
## 708 TOLIMA 0.11290323 73
## 709 TOLIMA 0.11290323 73
## 710 TOLIMA 0.11290323 73
## 711 TOLIMA 0.11290323 73
## 712 TOLIMA 0.11290323 73
## 713 TOLIMA 0.11290323 73
## 714 TOLIMA 0.11290323 73
## 715 TOLIMA 0.11290323 73
## 716 TOLIMA 0.11290323 73
## 717 TOLIMA 0.11290323 73
## 718 TOLIMA 0.11290323 73
## 719 TOLIMA 0.11290323 73
## 720 TOLIMA 0.11290323 73
## 721 TOLIMA 0.11290323 73
## 722 TOLIMA 0.11290323 73
## 723 TOLIMA 0.11290323 73
## 724 TOLIMA 0.11290323 73
## 725 TOLIMA 0.11290323 73
## 726 TOLIMA 0.11290323 73
## 727 TOLIMA 0.11290323 73
## 728 TOLIMA 0.11290323 73
## 729 TOLIMA 0.11290323 73
## 730 VALLE DEL CAUCA 1.42307692 76
## 731 VALLE DEL CAUCA 1.42307692 76
## 732 VALLE DEL CAUCA 1.42307692 76
## 733 VALLE DEL CAUCA 1.42307692 76
## 734 VALLE DEL CAUCA 1.42307692 76
## 735 VALLE DEL CAUCA 1.42307692 76
## 736 VALLE DEL CAUCA 1.42307692 76
## 737 VALLE DEL CAUCA 1.42307692 76
## 738 VALLE DEL CAUCA 1.42307692 76
## 739 VALLE DEL CAUCA 1.42307692 76
## 740 VALLE DEL CAUCA 1.42307692 76
## 741 VALLE DEL CAUCA 1.42307692 76
## 742 VALLE DEL CAUCA 1.42307692 76
## 743 VALLE DEL CAUCA 1.42307692 76
## 744 VALLE DEL CAUCA 1.42307692 76
## 745 VALLE DEL CAUCA 1.42307692 76
## 746 VALLE DEL CAUCA 1.42307692 76
## 747 VALLE DEL CAUCA 1.42307692 76
## 748 VALLE DEL CAUCA 1.42307692 76
## 749 VALLE DEL CAUCA 1.42307692 76
## 750 VALLE DEL CAUCA 1.42307692 76
## 751 VALLE DEL CAUCA 1.42307692 76
## 752 VALLE DEL CAUCA 1.42307692 76
## 753 VALLE DEL CAUCA 1.42307692 76
## 754 VALLE DEL CAUCA 1.42307692 76
## 755 VALLE DEL CAUCA 1.42307692 76
## 756 VAUPES 0.00000000 97
## 757 VICHADA 0.00000000 99Etiquetas=unite(ResumenH, Etiqueta,c(1,2), sep = ": ", remove = TRUE)
Etiquetas=Etiquetas[,1]
Etiquetas## [1] "ANTIOQUIA: 0.804878048780488"
## [2] "ANTIOQUIA: 0.804878048780488"
## [3] "ANTIOQUIA: 0.804878048780488"
## [4] "ANTIOQUIA: 0.804878048780488"
## [5] "ANTIOQUIA: 0.804878048780488"
## [6] "ANTIOQUIA: 0.804878048780488"
## [7] "ANTIOQUIA: 0.804878048780488"
## [8] "ANTIOQUIA: 0.804878048780488"
## [9] "ANTIOQUIA: 0.804878048780488"
## [10] "ANTIOQUIA: 0.804878048780488"
## [11] "ANTIOQUIA: 0.804878048780488"
## [12] "ANTIOQUIA: 0.804878048780488"
## [13] "ANTIOQUIA: 0.804878048780488"
## [14] "ANTIOQUIA: 0.804878048780488"
## [15] "ANTIOQUIA: 0.804878048780488"
## [16] "ANTIOQUIA: 0.804878048780488"
## [17] "ANTIOQUIA: 0.804878048780488"
## [18] "ANTIOQUIA: 0.804878048780488"
## [19] "ANTIOQUIA: 0.804878048780488"
## [20] "ANTIOQUIA: 0.804878048780488"
## [21] "ANTIOQUIA: 0.804878048780488"
## [22] "ANTIOQUIA: 0.804878048780488"
## [23] "ANTIOQUIA: 0.804878048780488"
## [24] "ANTIOQUIA: 0.804878048780488"
## [25] "ANTIOQUIA: 0.804878048780488"
## [26] "ANTIOQUIA: 0.804878048780488"
## [27] "ANTIOQUIA: 0.804878048780488"
## [28] "ANTIOQUIA: 0.804878048780488"
## [29] "ANTIOQUIA: 0.804878048780488"
## [30] "ANTIOQUIA: 0.804878048780488"
## [31] "ANTIOQUIA: 0.804878048780488"
## [32] "ANTIOQUIA: 0.804878048780488"
## [33] "ANTIOQUIA: 0.804878048780488"
## [34] "ANTIOQUIA: 0.804878048780488"
## [35] "ANTIOQUIA: 0.804878048780488"
## [36] "ANTIOQUIA: 0.804878048780488"
## [37] "ANTIOQUIA: 0.804878048780488"
## [38] "ANTIOQUIA: 0.804878048780488"
## [39] "ANTIOQUIA: 0.804878048780488"
## [40] "ANTIOQUIA: 0.804878048780488"
## [41] "ANTIOQUIA: 0.804878048780488"
## [42] "ARAUCA: 0"
## [43] "ARAUCA: 0"
## [44] "ARAUCA: 0"
## [45] "ARAUCA: 0"
## [46] "ARAUCA: 0"
## [47] "ARAUCA: 0"
## [48] "ARAUCA: 0"
## [49] "ARAUCA: 0"
## [50] "ARAUCA: 0"
## [51] "ARAUCA: 0"
## [52] "ATLANTICO: 0"
## [53] "ATLANTICO: 0"
## [54] "ATLANTICO: 0"
## [55] "ATLANTICO: 0"
## [56] "ATLANTICO: 0"
## [57] "BOGOTA, D.C.: 1.64285714285714"
## [58] "BOGOTA, D.C.: 1.64285714285714"
## [59] "BOGOTA, D.C.: 1.64285714285714"
## [60] "BOGOTA, D.C.: 1.64285714285714"
## [61] "BOGOTA, D.C.: 1.64285714285714"
## [62] "BOGOTA, D.C.: 1.64285714285714"
## [63] "BOGOTA, D.C.: 1.64285714285714"
## [64] "BOGOTA, D.C.: 1.64285714285714"
## [65] "BOGOTA, D.C.: 1.64285714285714"
## [66] "BOGOTA, D.C.: 1.64285714285714"
## [67] "BOGOTA, D.C.: 1.64285714285714"
## [68] "BOGOTA, D.C.: 1.64285714285714"
## [69] "BOGOTA, D.C.: 1.64285714285714"
## [70] "BOGOTA, D.C.: 1.64285714285714"
## [71] "BOLIVAR: 0"
## [72] "BOLIVAR: 0"
## [73] "BOLIVAR: 0"
## [74] "BOLIVAR: 0"
## [75] "BOLIVAR: 0"
## [76] "BOLIVAR: 0"
## [77] "BOLIVAR: 0"
## [78] "BOLIVAR: 0"
## [79] "BOLIVAR: 0"
## [80] "BOLIVAR: 0"
## [81] "BOLIVAR: 0"
## [82] "BOYACA: 0.764705882352941"
## [83] "BOYACA: 0.764705882352941"
## [84] "BOYACA: 0.764705882352941"
## [85] "BOYACA: 0.764705882352941"
## [86] "BOYACA: 0.764705882352941"
## [87] "BOYACA: 0.764705882352941"
## [88] "BOYACA: 0.764705882352941"
## [89] "BOYACA: 0.764705882352941"
## [90] "BOYACA: 0.764705882352941"
## [91] "BOYACA: 0.764705882352941"
## [92] "BOYACA: 0.764705882352941"
## [93] "BOYACA: 0.764705882352941"
## [94] "BOYACA: 0.764705882352941"
## [95] "BOYACA: 0.764705882352941"
## [96] "BOYACA: 0.764705882352941"
## [97] "BOYACA: 0.764705882352941"
## [98] "BOYACA: 0.764705882352941"
## [99] "BOYACA: 0.764705882352941"
## [100] "BOYACA: 0.764705882352941"
## [101] "BOYACA: 0.764705882352941"
## [102] "BOYACA: 0.764705882352941"
## [103] "BOYACA: 0.764705882352941"
## [104] "BOYACA: 0.764705882352941"
## [105] "BOYACA: 0.764705882352941"
## [106] "BOYACA: 0.764705882352941"
## [107] "BOYACA: 0.764705882352941"
## [108] "BOYACA: 0.764705882352941"
## [109] "BOYACA: 0.764705882352941"
## [110] "BOYACA: 0.764705882352941"
## [111] "BOYACA: 0.764705882352941"
## [112] "BOYACA: 0.764705882352941"
## [113] "BOYACA: 0.764705882352941"
## [114] "BOYACA: 0.764705882352941"
## [115] "BOYACA: 0.764705882352941"
## [116] "CALDAS: 0.5"
## [117] "CALDAS: 0.5"
## [118] "CALDAS: 0.5"
## [119] "CALDAS: 0.5"
## [120] "CALDAS: 0.5"
## [121] "CALDAS: 0.5"
## [122] "CALDAS: 0.5"
## [123] "CALDAS: 0.5"
## [124] "CALDAS: 0.5"
## [125] "CALDAS: 0.5"
## [126] "CALDAS: 0.5"
## [127] "CALDAS: 0.5"
## [128] "CALDAS: 0.5"
## [129] "CALDAS: 0.5"
## [130] "CAQUETA: 1.25"
## [131] "CAQUETA: 1.25"
## [132] "CAQUETA: 1.25"
## [133] "CAQUETA: 1.25"
## [134] "CAQUETA: 1.25"
## [135] "CAQUETA: 1.25"
## [136] "CAQUETA: 1.25"
## [137] "CAQUETA: 1.25"
## [138] "CASANARE: 0"
## [139] "CASANARE: 0"
## [140] "CASANARE: 0"
## [141] "CASANARE: 0"
## [142] "CASANARE: 0"
## [143] "CASANARE: 0"
## [144] "CASANARE: 0"
## [145] "CASANARE: 0"
## [146] "CASANARE: 0"
## [147] "CASANARE: 0"
## [148] "CASANARE: 0"
## [149] "CASANARE: 0"
## [150] "CASANARE: 0"
## [151] "CASANARE: 0"
## [152] "CASANARE: 0"
## [153] "CAUCA: 0.2"
## [154] "CAUCA: 0.2"
## [155] "CAUCA: 0.2"
## [156] "CAUCA: 0.2"
## [157] "CAUCA: 0.2"
## [158] "CAUCA: 0.2"
## [159] "CAUCA: 0.2"
## [160] "CAUCA: 0.2"
## [161] "CAUCA: 0.2"
## [162] "CAUCA: 0.2"
## [163] "CAUCA: 0.2"
## [164] "CAUCA: 0.2"
## [165] "CAUCA: 0.2"
## [166] "CAUCA: 0.2"
## [167] "CAUCA: 0.2"
## [168] "CAUCA: 0.2"
## [169] "CAUCA: 0.2"
## [170] "CAUCA: 0.2"
## [171] "CAUCA: 0.2"
## [172] "CAUCA: 0.2"
## [173] "CAUCA: 0.2"
## [174] "CAUCA: 0.2"
## [175] "CAUCA: 0.2"
## [176] "CAUCA: 0.2"
## [177] "CAUCA: 0.2"
## [178] "CAUCA: 0.2"
## [179] "CAUCA: 0.2"
## [180] "CAUCA: 0.2"
## [181] "CAUCA: 0.2"
## [182] "CAUCA: 0.2"
## [183] "CAUCA: 0.2"
## [184] "CAUCA: 0.2"
## [185] "CAUCA: 0.2"
## [186] "CAUCA: 0.2"
## [187] "CAUCA: 0.2"
## [188] "CAUCA: 0.2"
## [189] "CAUCA: 0.2"
## [190] "CAUCA: 0.2"
## [191] "CAUCA: 0.2"
## [192] "CAUCA: 0.2"
## [193] "CESAR: 0.470588235294118"
## [194] "CESAR: 0.470588235294118"
## [195] "CESAR: 0.470588235294118"
## [196] "CESAR: 0.470588235294118"
## [197] "CESAR: 0.470588235294118"
## [198] "CESAR: 0.470588235294118"
## [199] "CESAR: 0.470588235294118"
## [200] "CESAR: 0.470588235294118"
## [201] "CESAR: 0.470588235294118"
## [202] "CESAR: 0.470588235294118"
## [203] "CESAR: 0.470588235294118"
## [204] "CESAR: 0.470588235294118"
## [205] "CESAR: 0.470588235294118"
## [206] "CESAR: 0.470588235294118"
## [207] "CESAR: 0.470588235294118"
## [208] "CESAR: 0.470588235294118"
## [209] "CESAR: 0.470588235294118"
## [210] "CHOCO: 0.15"
## [211] "CHOCO: 0.15"
## [212] "CHOCO: 0.15"
## [213] "CHOCO: 0.15"
## [214] "CHOCO: 0.15"
## [215] "CHOCO: 0.15"
## [216] "CHOCO: 0.15"
## [217] "CHOCO: 0.15"
## [218] "CHOCO: 0.15"
## [219] "CHOCO: 0.15"
## [220] "CHOCO: 0.15"
## [221] "CHOCO: 0.15"
## [222] "CHOCO: 0.15"
## [223] "CHOCO: 0.15"
## [224] "CHOCO: 0.15"
## [225] "CHOCO: 0.15"
## [226] "CHOCO: 0.15"
## [227] "CHOCO: 0.15"
## [228] "CHOCO: 0.15"
## [229] "CHOCO: 0.15"
## [230] "CORDOBA: 0"
## [231] "CORDOBA: 0"
## [232] "CORDOBA: 0"
## [233] "CORDOBA: 0"
## [234] "CORDOBA: 0"
## [235] "CORDOBA: 0"
## [236] "CORDOBA: 0"
## [237] "CORDOBA: 0"
## [238] "CORDOBA: 0"
## [239] "CORDOBA: 0"
## [240] "CORDOBA: 0"
## [241] "CORDOBA: 0"
## [242] "CORDOBA: 0"
## [243] "CORDOBA: 0"
## [244] "CUNDINAMARCA: 0.296"
## [245] "CUNDINAMARCA: 0.296"
## [246] "CUNDINAMARCA: 0.296"
## [247] "CUNDINAMARCA: 0.296"
## [248] "CUNDINAMARCA: 0.296"
## [249] "CUNDINAMARCA: 0.296"
## [250] "CUNDINAMARCA: 0.296"
## [251] "CUNDINAMARCA: 0.296"
## [252] "CUNDINAMARCA: 0.296"
## [253] "CUNDINAMARCA: 0.296"
## [254] "CUNDINAMARCA: 0.296"
## [255] "CUNDINAMARCA: 0.296"
## [256] "CUNDINAMARCA: 0.296"
## [257] "CUNDINAMARCA: 0.296"
## [258] "CUNDINAMARCA: 0.296"
## [259] "CUNDINAMARCA: 0.296"
## [260] "CUNDINAMARCA: 0.296"
## [261] "CUNDINAMARCA: 0.296"
## [262] "CUNDINAMARCA: 0.296"
## [263] "CUNDINAMARCA: 0.296"
## [264] "CUNDINAMARCA: 0.296"
## [265] "CUNDINAMARCA: 0.296"
## [266] "CUNDINAMARCA: 0.296"
## [267] "CUNDINAMARCA: 0.296"
## [268] "CUNDINAMARCA: 0.296"
## [269] "CUNDINAMARCA: 0.296"
## [270] "CUNDINAMARCA: 0.296"
## [271] "CUNDINAMARCA: 0.296"
## [272] "CUNDINAMARCA: 0.296"
## [273] "CUNDINAMARCA: 0.296"
## [274] "CUNDINAMARCA: 0.296"
## [275] "CUNDINAMARCA: 0.296"
## [276] "CUNDINAMARCA: 0.296"
## [277] "CUNDINAMARCA: 0.296"
## [278] "CUNDINAMARCA: 0.296"
## [279] "CUNDINAMARCA: 0.296"
## [280] "CUNDINAMARCA: 0.296"
## [281] "CUNDINAMARCA: 0.296"
## [282] "CUNDINAMARCA: 0.296"
## [283] "CUNDINAMARCA: 0.296"
## [284] "CUNDINAMARCA: 0.296"
## [285] "CUNDINAMARCA: 0.296"
## [286] "CUNDINAMARCA: 0.296"
## [287] "CUNDINAMARCA: 0.296"
## [288] "CUNDINAMARCA: 0.296"
## [289] "CUNDINAMARCA: 0.296"
## [290] "CUNDINAMARCA: 0.296"
## [291] "CUNDINAMARCA: 0.296"
## [292] "CUNDINAMARCA: 0.296"
## [293] "CUNDINAMARCA: 0.296"
## [294] "CUNDINAMARCA: 0.296"
## [295] "CUNDINAMARCA: 0.296"
## [296] "CUNDINAMARCA: 0.296"
## [297] "CUNDINAMARCA: 0.296"
## [298] "CUNDINAMARCA: 0.296"
## [299] "CUNDINAMARCA: 0.296"
## [300] "CUNDINAMARCA: 0.296"
## [301] "CUNDINAMARCA: 0.296"
## [302] "CUNDINAMARCA: 0.296"
## [303] "CUNDINAMARCA: 0.296"
## [304] "CUNDINAMARCA: 0.296"
## [305] "CUNDINAMARCA: 0.296"
## [306] "CUNDINAMARCA: 0.296"
## [307] "CUNDINAMARCA: 0.296"
## [308] "CUNDINAMARCA: 0.296"
## [309] "CUNDINAMARCA: 0.296"
## [310] "CUNDINAMARCA: 0.296"
## [311] "CUNDINAMARCA: 0.296"
## [312] "CUNDINAMARCA: 0.296"
## [313] "CUNDINAMARCA: 0.296"
## [314] "CUNDINAMARCA: 0.296"
## [315] "CUNDINAMARCA: 0.296"
## [316] "CUNDINAMARCA: 0.296"
## [317] "CUNDINAMARCA: 0.296"
## [318] "CUNDINAMARCA: 0.296"
## [319] "CUNDINAMARCA: 0.296"
## [320] "CUNDINAMARCA: 0.296"
## [321] "CUNDINAMARCA: 0.296"
## [322] "CUNDINAMARCA: 0.296"
## [323] "CUNDINAMARCA: 0.296"
## [324] "CUNDINAMARCA: 0.296"
## [325] "CUNDINAMARCA: 0.296"
## [326] "CUNDINAMARCA: 0.296"
## [327] "CUNDINAMARCA: 0.296"
## [328] "CUNDINAMARCA: 0.296"
## [329] "CUNDINAMARCA: 0.296"
## [330] "CUNDINAMARCA: 0.296"
## [331] "CUNDINAMARCA: 0.296"
## [332] "CUNDINAMARCA: 0.296"
## [333] "CUNDINAMARCA: 0.296"
## [334] "CUNDINAMARCA: 0.296"
## [335] "CUNDINAMARCA: 0.296"
## [336] "CUNDINAMARCA: 0.296"
## [337] "CUNDINAMARCA: 0.296"
## [338] "CUNDINAMARCA: 0.296"
## [339] "CUNDINAMARCA: 0.296"
## [340] "CUNDINAMARCA: 0.296"
## [341] "CUNDINAMARCA: 0.296"
## [342] "CUNDINAMARCA: 0.296"
## [343] "CUNDINAMARCA: 0.296"
## [344] "CUNDINAMARCA: 0.296"
## [345] "CUNDINAMARCA: 0.296"
## [346] "CUNDINAMARCA: 0.296"
## [347] "CUNDINAMARCA: 0.296"
## [348] "CUNDINAMARCA: 0.296"
## [349] "CUNDINAMARCA: 0.296"
## [350] "CUNDINAMARCA: 0.296"
## [351] "CUNDINAMARCA: 0.296"
## [352] "CUNDINAMARCA: 0.296"
## [353] "CUNDINAMARCA: 0.296"
## [354] "CUNDINAMARCA: 0.296"
## [355] "CUNDINAMARCA: 0.296"
## [356] "CUNDINAMARCA: 0.296"
## [357] "CUNDINAMARCA: 0.296"
## [358] "CUNDINAMARCA: 0.296"
## [359] "CUNDINAMARCA: 0.296"
## [360] "CUNDINAMARCA: 0.296"
## [361] "CUNDINAMARCA: 0.296"
## [362] "CUNDINAMARCA: 0.296"
## [363] "CUNDINAMARCA: 0.296"
## [364] "CUNDINAMARCA: 0.296"
## [365] "CUNDINAMARCA: 0.296"
## [366] "CUNDINAMARCA: 0.296"
## [367] "CUNDINAMARCA: 0.296"
## [368] "CUNDINAMARCA: 0.296"
## [369] "GUAINIA: 0"
## [370] "GUAINIA: 0"
## [371] "GUAINIA: 0"
## [372] "GUAVIARE: 0"
## [373] "GUAVIARE: 0"
## [374] "GUAVIARE: 0"
## [375] "HUILA: 0.380952380952381"
## [376] "HUILA: 0.380952380952381"
## [377] "HUILA: 0.380952380952381"
## [378] "HUILA: 0.380952380952381"
## [379] "HUILA: 0.380952380952381"
## [380] "HUILA: 0.380952380952381"
## [381] "HUILA: 0.380952380952381"
## [382] "HUILA: 0.380952380952381"
## [383] "HUILA: 0.380952380952381"
## [384] "HUILA: 0.380952380952381"
## [385] "HUILA: 0.380952380952381"
## [386] "HUILA: 0.380952380952381"
## [387] "HUILA: 0.380952380952381"
## [388] "HUILA: 0.380952380952381"
## [389] "HUILA: 0.380952380952381"
## [390] "HUILA: 0.380952380952381"
## [391] "HUILA: 0.380952380952381"
## [392] "HUILA: 0.380952380952381"
## [393] "HUILA: 0.380952380952381"
## [394] "HUILA: 0.380952380952381"
## [395] "HUILA: 0.380952380952381"
## [396] "LA GUAJIRA: 1.4"
## [397] "LA GUAJIRA: 1.4"
## [398] "LA GUAJIRA: 1.4"
## [399] "LA GUAJIRA: 1.4"
## [400] "LA GUAJIRA: 1.4"
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## [403] "MAGDALENA: 0.363636363636364"
## [404] "MAGDALENA: 0.363636363636364"
## [405] "MAGDALENA: 0.363636363636364"
## [406] "MAGDALENA: 0.363636363636364"
## [407] "MAGDALENA: 0.363636363636364"
## [408] "MAGDALENA: 0.363636363636364"
## [409] "MAGDALENA: 0.363636363636364"
## [410] "MAGDALENA: 0.363636363636364"
## [411] "MAGDALENA: 0.363636363636364"
## [412] "MAGDALENA: 0.363636363636364"
## [413] "MAGDALENA: 0.363636363636364"
## [414] "MAGDALENA: 0.363636363636364"
## [415] "MAGDALENA: 0.363636363636364"
## [416] "MAGDALENA: 0.363636363636364"
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## [418] "MAGDALENA: 0.363636363636364"
## [419] "MAGDALENA: 0.363636363636364"
## [420] "MAGDALENA: 0.363636363636364"
## [421] "MAGDALENA: 0.363636363636364"
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## [423] "MAGDALENA: 0.363636363636364"
## [424] "MAGDALENA: 0.363636363636364"
## [425] "MAGDALENA: 0.363636363636364"
## [426] "MAGDALENA: 0.363636363636364"
## [427] "MAGDALENA: 0.363636363636364"
## [428] "MAGDALENA: 0.363636363636364"
## [429] "MAGDALENA: 0.363636363636364"
## [430] "MAGDALENA: 0.363636363636364"
## [431] "MAGDALENA: 0.363636363636364"
## [432] "MAGDALENA: 0.363636363636364"
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## [511] "META: 0.0119047619047619"
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## [514] "META: 0.0119047619047619"
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## [516] "META: 0.0119047619047619"
## [517] "META: 0.0119047619047619"
## [518] "NARIÑO: 0.476190476190476"
## [519] "NARIÑO: 0.476190476190476"
## [520] "NARIÑO: 0.476190476190476"
## [521] "NARIÑO: 0.476190476190476"
## [522] "NARIÑO: 0.476190476190476"
## [523] "NARIÑO: 0.476190476190476"
## [524] "NARIÑO: 0.476190476190476"
## [525] "NARIÑO: 0.476190476190476"
## [526] "NARIÑO: 0.476190476190476"
## [527] "NARIÑO: 0.476190476190476"
## [528] "NARIÑO: 0.476190476190476"
## [529] "NARIÑO: 0.476190476190476"
## [530] "NARIÑO: 0.476190476190476"
## [531] "NARIÑO: 0.476190476190476"
## [532] "NARIÑO: 0.476190476190476"
## [533] "NARIÑO: 0.476190476190476"
## [534] "NARIÑO: 0.476190476190476"
## [535] "NARIÑO: 0.476190476190476"
## [536] "NARIÑO: 0.476190476190476"
## [537] "NARIÑO: 0.476190476190476"
## [538] "NARIÑO: 0.476190476190476"
## [539] "NARIÑO: 0.476190476190476"
## [540] "NARIÑO: 0.476190476190476"
## [541] "NARIÑO: 0.476190476190476"
## [542] "NARIÑO: 0.476190476190476"
## [543] "NARIÑO: 0.476190476190476"
## [544] "NARIÑO: 0.476190476190476"
## [545] "NARIÑO: 0.476190476190476"
## [546] "NARIÑO: 0.476190476190476"
## [547] "NARIÑO: 0.476190476190476"
## [548] "NARIÑO: 0.476190476190476"
## [549] "NARIÑO: 0.476190476190476"
## [550] "NARIÑO: 0.476190476190476"
## [551] "NARIÑO: 0.476190476190476"
## [552] "NARIÑO: 0.476190476190476"
## [553] "NARIÑO: 0.476190476190476"
## [554] "NARIÑO: 0.476190476190476"
## [555] "NARIÑO: 0.476190476190476"
## [556] "NARIÑO: 0.476190476190476"
## [557] "NARIÑO: 0.476190476190476"
## [558] "NARIÑO: 0.476190476190476"
## [559] "NARIÑO: 0.476190476190476"
## [560] "NORTE DE SANTANDER: 0.454545454545455"
## [561] "NORTE DE SANTANDER: 0.454545454545455"
## [562] "NORTE DE SANTANDER: 0.454545454545455"
## [563] "NORTE DE SANTANDER: 0.454545454545455"
## [564] "NORTE DE SANTANDER: 0.454545454545455"
## [565] "NORTE DE SANTANDER: 0.454545454545455"
## [566] "NORTE DE SANTANDER: 0.454545454545455"
## [567] "NORTE DE SANTANDER: 0.454545454545455"
## [568] "NORTE DE SANTANDER: 0.454545454545455"
## [569] "NORTE DE SANTANDER: 0.454545454545455"
## [570] "NORTE DE SANTANDER: 0.454545454545455"
## [571] "PUTUMAYO: 0"
## [572] "PUTUMAYO: 0"
## [573] "PUTUMAYO: 0"
## [574] "PUTUMAYO: 0"
## [575] "PUTUMAYO: 0"
## [576] "PUTUMAYO: 0"
## [577] "PUTUMAYO: 0"
## [578] "PUTUMAYO: 0"
## [579] "PUTUMAYO: 0"
## [580] "QUINDIO: 0.8"
## [581] "QUINDIO: 0.8"
## [582] "QUINDIO: 0.8"
## [583] "QUINDIO: 0.8"
## [584] "QUINDIO: 0.8"
## [585] "QUINDIO: 0.8"
## [586] "QUINDIO: 0.8"
## [587] "QUINDIO: 0.8"
## [588] "QUINDIO: 0.8"
## [589] "QUINDIO: 0.8"
## [590] "RISARALDA: 1.2258064516129"
## [591] "RISARALDA: 1.2258064516129"
## [592] "RISARALDA: 1.2258064516129"
## [593] "RISARALDA: 1.2258064516129"
## [594] "RISARALDA: 1.2258064516129"
## [595] "RISARALDA: 1.2258064516129"
## [596] "RISARALDA: 1.2258064516129"
## [597] "RISARALDA: 1.2258064516129"
## [598] "RISARALDA: 1.2258064516129"
## [599] "RISARALDA: 1.2258064516129"
## [600] "RISARALDA: 1.2258064516129"
## [601] "RISARALDA: 1.2258064516129"
## [602] "RISARALDA: 1.2258064516129"
## [603] "RISARALDA: 1.2258064516129"
## [604] "RISARALDA: 1.2258064516129"
## [605] "RISARALDA: 1.2258064516129"
## [606] "RISARALDA: 1.2258064516129"
## [607] "RISARALDA: 1.2258064516129"
## [608] "RISARALDA: 1.2258064516129"
## [609] "RISARALDA: 1.2258064516129"
## [610] "RISARALDA: 1.2258064516129"
## [611] "RISARALDA: 1.2258064516129"
## [612] "RISARALDA: 1.2258064516129"
## [613] "RISARALDA: 1.2258064516129"
## [614] "RISARALDA: 1.2258064516129"
## [615] "RISARALDA: 1.2258064516129"
## [616] "RISARALDA: 1.2258064516129"
## [617] "RISARALDA: 1.2258064516129"
## [618] "RISARALDA: 1.2258064516129"
## [619] "RISARALDA: 1.2258064516129"
## [620] "RISARALDA: 1.2258064516129"
## [621] "SANTANDER: 0.0263157894736842"
## [622] "SANTANDER: 0.0263157894736842"
## [623] "SANTANDER: 0.0263157894736842"
## [624] "SANTANDER: 0.0263157894736842"
## [625] "SANTANDER: 0.0263157894736842"
## [626] "SANTANDER: 0.0263157894736842"
## [627] "SANTANDER: 0.0263157894736842"
## [628] "SANTANDER: 0.0263157894736842"
## [629] "SANTANDER: 0.0263157894736842"
## [630] "SANTANDER: 0.0263157894736842"
## [631] "SANTANDER: 0.0263157894736842"
## [632] "SANTANDER: 0.0263157894736842"
## [633] "SANTANDER: 0.0263157894736842"
## [634] "SANTANDER: 0.0263157894736842"
## [635] "SANTANDER: 0.0263157894736842"
## [636] "SANTANDER: 0.0263157894736842"
## [637] "SANTANDER: 0.0263157894736842"
## [638] "SANTANDER: 0.0263157894736842"
## [639] "SANTANDER: 0.0263157894736842"
## [640] "SANTANDER: 0.0263157894736842"
## [641] "SANTANDER: 0.0263157894736842"
## [642] "SANTANDER: 0.0263157894736842"
## [643] "SANTANDER: 0.0263157894736842"
## [644] "SANTANDER: 0.0263157894736842"
## [645] "SANTANDER: 0.0263157894736842"
## [646] "SANTANDER: 0.0263157894736842"
## [647] "SANTANDER: 0.0263157894736842"
## [648] "SANTANDER: 0.0263157894736842"
## [649] "SANTANDER: 0.0263157894736842"
## [650] "SANTANDER: 0.0263157894736842"
## [651] "SANTANDER: 0.0263157894736842"
## [652] "SANTANDER: 0.0263157894736842"
## [653] "SANTANDER: 0.0263157894736842"
## [654] "SANTANDER: 0.0263157894736842"
## [655] "SANTANDER: 0.0263157894736842"
## [656] "SANTANDER: 0.0263157894736842"
## [657] "SANTANDER: 0.0263157894736842"
## [658] "SANTANDER: 0.0263157894736842"
## [659] "SUCRE: 0"
## [660] "SUCRE: 0"
## [661] "SUCRE: 0"
## [662] "SUCRE: 0"
## [663] "SUCRE: 0"
## [664] "SUCRE: 0"
## [665] "SUCRE: 0"
## [666] "SUCRE: 0"
## [667] "SUCRE: 0"
## [668] "TOLIMA: 0.112903225806452"
## [669] "TOLIMA: 0.112903225806452"
## [670] "TOLIMA: 0.112903225806452"
## [671] "TOLIMA: 0.112903225806452"
## [672] "TOLIMA: 0.112903225806452"
## [673] "TOLIMA: 0.112903225806452"
## [674] "TOLIMA: 0.112903225806452"
## [675] "TOLIMA: 0.112903225806452"
## [676] "TOLIMA: 0.112903225806452"
## [677] "TOLIMA: 0.112903225806452"
## [678] "TOLIMA: 0.112903225806452"
## [679] "TOLIMA: 0.112903225806452"
## [680] "TOLIMA: 0.112903225806452"
## [681] "TOLIMA: 0.112903225806452"
## [682] "TOLIMA: 0.112903225806452"
## [683] "TOLIMA: 0.112903225806452"
## [684] "TOLIMA: 0.112903225806452"
## [685] "TOLIMA: 0.112903225806452"
## [686] "TOLIMA: 0.112903225806452"
## [687] "TOLIMA: 0.112903225806452"
## [688] "TOLIMA: 0.112903225806452"
## [689] "TOLIMA: 0.112903225806452"
## [690] "TOLIMA: 0.112903225806452"
## [691] "TOLIMA: 0.112903225806452"
## [692] "TOLIMA: 0.112903225806452"
## [693] "TOLIMA: 0.112903225806452"
## [694] "TOLIMA: 0.112903225806452"
## [695] "TOLIMA: 0.112903225806452"
## [696] "TOLIMA: 0.112903225806452"
## [697] "TOLIMA: 0.112903225806452"
## [698] "TOLIMA: 0.112903225806452"
## [699] "TOLIMA: 0.112903225806452"
## [700] "TOLIMA: 0.112903225806452"
## [701] "TOLIMA: 0.112903225806452"
## [702] "TOLIMA: 0.112903225806452"
## [703] "TOLIMA: 0.112903225806452"
## [704] "TOLIMA: 0.112903225806452"
## [705] "TOLIMA: 0.112903225806452"
## [706] "TOLIMA: 0.112903225806452"
## [707] "TOLIMA: 0.112903225806452"
## [708] "TOLIMA: 0.112903225806452"
## [709] "TOLIMA: 0.112903225806452"
## [710] "TOLIMA: 0.112903225806452"
## [711] "TOLIMA: 0.112903225806452"
## [712] "TOLIMA: 0.112903225806452"
## [713] "TOLIMA: 0.112903225806452"
## [714] "TOLIMA: 0.112903225806452"
## [715] "TOLIMA: 0.112903225806452"
## [716] "TOLIMA: 0.112903225806452"
## [717] "TOLIMA: 0.112903225806452"
## [718] "TOLIMA: 0.112903225806452"
## [719] "TOLIMA: 0.112903225806452"
## [720] "TOLIMA: 0.112903225806452"
## [721] "TOLIMA: 0.112903225806452"
## [722] "TOLIMA: 0.112903225806452"
## [723] "TOLIMA: 0.112903225806452"
## [724] "TOLIMA: 0.112903225806452"
## [725] "TOLIMA: 0.112903225806452"
## [726] "TOLIMA: 0.112903225806452"
## [727] "TOLIMA: 0.112903225806452"
## [728] "TOLIMA: 0.112903225806452"
## [729] "TOLIMA: 0.112903225806452"
## [730] "VALLE DEL CAUCA: 1.42307692307692"
## [731] "VALLE DEL CAUCA: 1.42307692307692"
## [732] "VALLE DEL CAUCA: 1.42307692307692"
## [733] "VALLE DEL CAUCA: 1.42307692307692"
## [734] "VALLE DEL CAUCA: 1.42307692307692"
## [735] "VALLE DEL CAUCA: 1.42307692307692"
## [736] "VALLE DEL CAUCA: 1.42307692307692"
## [737] "VALLE DEL CAUCA: 1.42307692307692"
## [738] "VALLE DEL CAUCA: 1.42307692307692"
## [739] "VALLE DEL CAUCA: 1.42307692307692"
## [740] "VALLE DEL CAUCA: 1.42307692307692"
## [741] "VALLE DEL CAUCA: 1.42307692307692"
## [742] "VALLE DEL CAUCA: 1.42307692307692"
## [743] "VALLE DEL CAUCA: 1.42307692307692"
## [744] "VALLE DEL CAUCA: 1.42307692307692"
## [745] "VALLE DEL CAUCA: 1.42307692307692"
## [746] "VALLE DEL CAUCA: 1.42307692307692"
## [747] "VALLE DEL CAUCA: 1.42307692307692"
## [748] "VALLE DEL CAUCA: 1.42307692307692"
## [749] "VALLE DEL CAUCA: 1.42307692307692"
## [750] "VALLE DEL CAUCA: 1.42307692307692"
## [751] "VALLE DEL CAUCA: 1.42307692307692"
## [752] "VALLE DEL CAUCA: 1.42307692307692"
## [753] "VALLE DEL CAUCA: 1.42307692307692"
## [754] "VALLE DEL CAUCA: 1.42307692307692"
## [755] "VALLE DEL CAUCA: 1.42307692307692"
## [756] "VAUPES: 0"
## [757] "VICHADA: 0"Resumen3=cbind(ResumenH, Etiquetas )
Resumen3## DEPARTAMENTO promedioH COD_DANE
## 1 ANTIOQUIA 0.80487805 05
## 2 ANTIOQUIA 0.80487805 05
## 3 ANTIOQUIA 0.80487805 05
## 4 ANTIOQUIA 0.80487805 05
## 5 ANTIOQUIA 0.80487805 05
## 6 ANTIOQUIA 0.80487805 05
## 7 ANTIOQUIA 0.80487805 05
## 8 ANTIOQUIA 0.80487805 05
## 9 ANTIOQUIA 0.80487805 05
## 10 ANTIOQUIA 0.80487805 05
## 11 ANTIOQUIA 0.80487805 05
## 12 ANTIOQUIA 0.80487805 05
## 13 ANTIOQUIA 0.80487805 05
## 14 ANTIOQUIA 0.80487805 05
## 15 ANTIOQUIA 0.80487805 05
## 16 ANTIOQUIA 0.80487805 05
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## 592 RISARALDA 1.22580645 66
## 593 RISARALDA 1.22580645 66
## 594 RISARALDA 1.22580645 66
## 595 RISARALDA 1.22580645 66
## 596 RISARALDA 1.22580645 66
## 597 RISARALDA 1.22580645 66
## 598 RISARALDA 1.22580645 66
## 599 RISARALDA 1.22580645 66
## 600 RISARALDA 1.22580645 66
## 601 RISARALDA 1.22580645 66
## 602 RISARALDA 1.22580645 66
## 603 RISARALDA 1.22580645 66
## 604 RISARALDA 1.22580645 66
## 605 RISARALDA 1.22580645 66
## 606 RISARALDA 1.22580645 66
## 607 RISARALDA 1.22580645 66
## 608 RISARALDA 1.22580645 66
## 609 RISARALDA 1.22580645 66
## 610 RISARALDA 1.22580645 66
## 611 RISARALDA 1.22580645 66
## 612 RISARALDA 1.22580645 66
## 613 RISARALDA 1.22580645 66
## 614 RISARALDA 1.22580645 66
## 615 RISARALDA 1.22580645 66
## 616 RISARALDA 1.22580645 66
## 617 RISARALDA 1.22580645 66
## 618 RISARALDA 1.22580645 66
## 619 RISARALDA 1.22580645 66
## 620 RISARALDA 1.22580645 66
## 621 SANTANDER 0.02631579 68
## 622 SANTANDER 0.02631579 68
## 623 SANTANDER 0.02631579 68
## 624 SANTANDER 0.02631579 68
## 625 SANTANDER 0.02631579 68
## 626 SANTANDER 0.02631579 68
## 627 SANTANDER 0.02631579 68
## 628 SANTANDER 0.02631579 68
## 629 SANTANDER 0.02631579 68
## 630 SANTANDER 0.02631579 68
## 631 SANTANDER 0.02631579 68
## 632 SANTANDER 0.02631579 68
## 633 SANTANDER 0.02631579 68
## 634 SANTANDER 0.02631579 68
## 635 SANTANDER 0.02631579 68
## 636 SANTANDER 0.02631579 68
## 637 SANTANDER 0.02631579 68
## 638 SANTANDER 0.02631579 68
## 639 SANTANDER 0.02631579 68
## 640 SANTANDER 0.02631579 68
## 641 SANTANDER 0.02631579 68
## 642 SANTANDER 0.02631579 68
## 643 SANTANDER 0.02631579 68
## 644 SANTANDER 0.02631579 68
## 645 SANTANDER 0.02631579 68
## 646 SANTANDER 0.02631579 68
## 647 SANTANDER 0.02631579 68
## 648 SANTANDER 0.02631579 68
## 649 SANTANDER 0.02631579 68
## 650 SANTANDER 0.02631579 68
## 651 SANTANDER 0.02631579 68
## 652 SANTANDER 0.02631579 68
## 653 SANTANDER 0.02631579 68
## 654 SANTANDER 0.02631579 68
## 655 SANTANDER 0.02631579 68
## 656 SANTANDER 0.02631579 68
## 657 SANTANDER 0.02631579 68
## 658 SANTANDER 0.02631579 68
## 659 SUCRE 0.00000000 70
## 660 SUCRE 0.00000000 70
## 661 SUCRE 0.00000000 70
## 662 SUCRE 0.00000000 70
## 663 SUCRE 0.00000000 70
## 664 SUCRE 0.00000000 70
## 665 SUCRE 0.00000000 70
## 666 SUCRE 0.00000000 70
## 667 SUCRE 0.00000000 70
## 668 TOLIMA 0.11290323 73
## 669 TOLIMA 0.11290323 73
## 670 TOLIMA 0.11290323 73
## 671 TOLIMA 0.11290323 73
## 672 TOLIMA 0.11290323 73
## 673 TOLIMA 0.11290323 73
## 674 TOLIMA 0.11290323 73
## 675 TOLIMA 0.11290323 73
## 676 TOLIMA 0.11290323 73
## 677 TOLIMA 0.11290323 73
## 678 TOLIMA 0.11290323 73
## 679 TOLIMA 0.11290323 73
## 680 TOLIMA 0.11290323 73
## 681 TOLIMA 0.11290323 73
## 682 TOLIMA 0.11290323 73
## 683 TOLIMA 0.11290323 73
## 684 TOLIMA 0.11290323 73
## 685 TOLIMA 0.11290323 73
## 686 TOLIMA 0.11290323 73
## 687 TOLIMA 0.11290323 73
## 688 TOLIMA 0.11290323 73
## 689 TOLIMA 0.11290323 73
## 690 TOLIMA 0.11290323 73
## 691 TOLIMA 0.11290323 73
## 692 TOLIMA 0.11290323 73
## 693 TOLIMA 0.11290323 73
## 694 TOLIMA 0.11290323 73
## 695 TOLIMA 0.11290323 73
## 696 TOLIMA 0.11290323 73
## 697 TOLIMA 0.11290323 73
## 698 TOLIMA 0.11290323 73
## 699 TOLIMA 0.11290323 73
## 700 TOLIMA 0.11290323 73
## 701 TOLIMA 0.11290323 73
## 702 TOLIMA 0.11290323 73
## 703 TOLIMA 0.11290323 73
## 704 TOLIMA 0.11290323 73
## 705 TOLIMA 0.11290323 73
## 706 TOLIMA 0.11290323 73
## 707 TOLIMA 0.11290323 73
## 708 TOLIMA 0.11290323 73
## 709 TOLIMA 0.11290323 73
## 710 TOLIMA 0.11290323 73
## 711 TOLIMA 0.11290323 73
## 712 TOLIMA 0.11290323 73
## 713 TOLIMA 0.11290323 73
## 714 TOLIMA 0.11290323 73
## 715 TOLIMA 0.11290323 73
## 716 TOLIMA 0.11290323 73
## 717 TOLIMA 0.11290323 73
## 718 TOLIMA 0.11290323 73
## 719 TOLIMA 0.11290323 73
## 720 TOLIMA 0.11290323 73
## 721 TOLIMA 0.11290323 73
## 722 TOLIMA 0.11290323 73
## 723 TOLIMA 0.11290323 73
## 724 TOLIMA 0.11290323 73
## 725 TOLIMA 0.11290323 73
## 726 TOLIMA 0.11290323 73
## 727 TOLIMA 0.11290323 73
## 728 TOLIMA 0.11290323 73
## 729 TOLIMA 0.11290323 73
## 730 VALLE DEL CAUCA 1.42307692 76
## 731 VALLE DEL CAUCA 1.42307692 76
## 732 VALLE DEL CAUCA 1.42307692 76
## 733 VALLE DEL CAUCA 1.42307692 76
## 734 VALLE DEL CAUCA 1.42307692 76
## 735 VALLE DEL CAUCA 1.42307692 76
## 736 VALLE DEL CAUCA 1.42307692 76
## 737 VALLE DEL CAUCA 1.42307692 76
## 738 VALLE DEL CAUCA 1.42307692 76
## 739 VALLE DEL CAUCA 1.42307692 76
## 740 VALLE DEL CAUCA 1.42307692 76
## 741 VALLE DEL CAUCA 1.42307692 76
## 742 VALLE DEL CAUCA 1.42307692 76
## 743 VALLE DEL CAUCA 1.42307692 76
## 744 VALLE DEL CAUCA 1.42307692 76
## 745 VALLE DEL CAUCA 1.42307692 76
## 746 VALLE DEL CAUCA 1.42307692 76
## 747 VALLE DEL CAUCA 1.42307692 76
## 748 VALLE DEL CAUCA 1.42307692 76
## 749 VALLE DEL CAUCA 1.42307692 76
## 750 VALLE DEL CAUCA 1.42307692 76
## 751 VALLE DEL CAUCA 1.42307692 76
## 752 VALLE DEL CAUCA 1.42307692 76
## 753 VALLE DEL CAUCA 1.42307692 76
## 754 VALLE DEL CAUCA 1.42307692 76
## 755 VALLE DEL CAUCA 1.42307692 76
## 756 VAUPES 0.00000000 97
## 757 VICHADA 0.00000000 99
## Etiquetas
## 1 ANTIOQUIA: 0.804878048780488
## 2 ANTIOQUIA: 0.804878048780488
## 3 ANTIOQUIA: 0.804878048780488
## 4 ANTIOQUIA: 0.804878048780488
## 5 ANTIOQUIA: 0.804878048780488
## 6 ANTIOQUIA: 0.804878048780488
## 7 ANTIOQUIA: 0.804878048780488
## 8 ANTIOQUIA: 0.804878048780488
## 9 ANTIOQUIA: 0.804878048780488
## 10 ANTIOQUIA: 0.804878048780488
## 11 ANTIOQUIA: 0.804878048780488
## 12 ANTIOQUIA: 0.804878048780488
## 13 ANTIOQUIA: 0.804878048780488
## 14 ANTIOQUIA: 0.804878048780488
## 15 ANTIOQUIA: 0.804878048780488
## 16 ANTIOQUIA: 0.804878048780488
## 17 ANTIOQUIA: 0.804878048780488
## 18 ANTIOQUIA: 0.804878048780488
## 19 ANTIOQUIA: 0.804878048780488
## 20 ANTIOQUIA: 0.804878048780488
## 21 ANTIOQUIA: 0.804878048780488
## 22 ANTIOQUIA: 0.804878048780488
## 23 ANTIOQUIA: 0.804878048780488
## 24 ANTIOQUIA: 0.804878048780488
## 25 ANTIOQUIA: 0.804878048780488
## 26 ANTIOQUIA: 0.804878048780488
## 27 ANTIOQUIA: 0.804878048780488
## 28 ANTIOQUIA: 0.804878048780488
## 29 ANTIOQUIA: 0.804878048780488
## 30 ANTIOQUIA: 0.804878048780488
## 31 ANTIOQUIA: 0.804878048780488
## 32 ANTIOQUIA: 0.804878048780488
## 33 ANTIOQUIA: 0.804878048780488
## 34 ANTIOQUIA: 0.804878048780488
## 35 ANTIOQUIA: 0.804878048780488
## 36 ANTIOQUIA: 0.804878048780488
## 37 ANTIOQUIA: 0.804878048780488
## 38 ANTIOQUIA: 0.804878048780488
## 39 ANTIOQUIA: 0.804878048780488
## 40 ANTIOQUIA: 0.804878048780488
## 41 ANTIOQUIA: 0.804878048780488
## 42 ARAUCA: 0
## 43 ARAUCA: 0
## 44 ARAUCA: 0
## 45 ARAUCA: 0
## 46 ARAUCA: 0
## 47 ARAUCA: 0
## 48 ARAUCA: 0
## 49 ARAUCA: 0
## 50 ARAUCA: 0
## 51 ARAUCA: 0
## 52 ATLANTICO: 0
## 53 ATLANTICO: 0
## 54 ATLANTICO: 0
## 55 ATLANTICO: 0
## 56 ATLANTICO: 0
## 57 BOGOTA, D.C.: 1.64285714285714
## 58 BOGOTA, D.C.: 1.64285714285714
## 59 BOGOTA, D.C.: 1.64285714285714
## 60 BOGOTA, D.C.: 1.64285714285714
## 61 BOGOTA, D.C.: 1.64285714285714
## 62 BOGOTA, D.C.: 1.64285714285714
## 63 BOGOTA, D.C.: 1.64285714285714
## 64 BOGOTA, D.C.: 1.64285714285714
## 65 BOGOTA, D.C.: 1.64285714285714
## 66 BOGOTA, D.C.: 1.64285714285714
## 67 BOGOTA, D.C.: 1.64285714285714
## 68 BOGOTA, D.C.: 1.64285714285714
## 69 BOGOTA, D.C.: 1.64285714285714
## 70 BOGOTA, D.C.: 1.64285714285714
## 71 BOLIVAR: 0
## 72 BOLIVAR: 0
## 73 BOLIVAR: 0
## 74 BOLIVAR: 0
## 75 BOLIVAR: 0
## 76 BOLIVAR: 0
## 77 BOLIVAR: 0
## 78 BOLIVAR: 0
## 79 BOLIVAR: 0
## 80 BOLIVAR: 0
## 81 BOLIVAR: 0
## 82 BOYACA: 0.764705882352941
## 83 BOYACA: 0.764705882352941
## 84 BOYACA: 0.764705882352941
## 85 BOYACA: 0.764705882352941
## 86 BOYACA: 0.764705882352941
## 87 BOYACA: 0.764705882352941
## 88 BOYACA: 0.764705882352941
## 89 BOYACA: 0.764705882352941
## 90 BOYACA: 0.764705882352941
## 91 BOYACA: 0.764705882352941
## 92 BOYACA: 0.764705882352941
## 93 BOYACA: 0.764705882352941
## 94 BOYACA: 0.764705882352941
## 95 BOYACA: 0.764705882352941
## 96 BOYACA: 0.764705882352941
## 97 BOYACA: 0.764705882352941
## 98 BOYACA: 0.764705882352941
## 99 BOYACA: 0.764705882352941
## 100 BOYACA: 0.764705882352941
## 101 BOYACA: 0.764705882352941
## 102 BOYACA: 0.764705882352941
## 103 BOYACA: 0.764705882352941
## 104 BOYACA: 0.764705882352941
## 105 BOYACA: 0.764705882352941
## 106 BOYACA: 0.764705882352941
## 107 BOYACA: 0.764705882352941
## 108 BOYACA: 0.764705882352941
## 109 BOYACA: 0.764705882352941
## 110 BOYACA: 0.764705882352941
## 111 BOYACA: 0.764705882352941
## 112 BOYACA: 0.764705882352941
## 113 BOYACA: 0.764705882352941
## 114 BOYACA: 0.764705882352941
## 115 BOYACA: 0.764705882352941
## 116 CALDAS: 0.5
## 117 CALDAS: 0.5
## 118 CALDAS: 0.5
## 119 CALDAS: 0.5
## 120 CALDAS: 0.5
## 121 CALDAS: 0.5
## 122 CALDAS: 0.5
## 123 CALDAS: 0.5
## 124 CALDAS: 0.5
## 125 CALDAS: 0.5
## 126 CALDAS: 0.5
## 127 CALDAS: 0.5
## 128 CALDAS: 0.5
## 129 CALDAS: 0.5
## 130 CAQUETA: 1.25
## 131 CAQUETA: 1.25
## 132 CAQUETA: 1.25
## 133 CAQUETA: 1.25
## 134 CAQUETA: 1.25
## 135 CAQUETA: 1.25
## 136 CAQUETA: 1.25
## 137 CAQUETA: 1.25
## 138 CASANARE: 0
## 139 CASANARE: 0
## 140 CASANARE: 0
## 141 CASANARE: 0
## 142 CASANARE: 0
## 143 CASANARE: 0
## 144 CASANARE: 0
## 145 CASANARE: 0
## 146 CASANARE: 0
## 147 CASANARE: 0
## 148 CASANARE: 0
## 149 CASANARE: 0
## 150 CASANARE: 0
## 151 CASANARE: 0
## 152 CASANARE: 0
## 153 CAUCA: 0.2
## 154 CAUCA: 0.2
## 155 CAUCA: 0.2
## 156 CAUCA: 0.2
## 157 CAUCA: 0.2
## 158 CAUCA: 0.2
## 159 CAUCA: 0.2
## 160 CAUCA: 0.2
## 161 CAUCA: 0.2
## 162 CAUCA: 0.2
## 163 CAUCA: 0.2
## 164 CAUCA: 0.2
## 165 CAUCA: 0.2
## 166 CAUCA: 0.2
## 167 CAUCA: 0.2
## 168 CAUCA: 0.2
## 169 CAUCA: 0.2
## 170 CAUCA: 0.2
## 171 CAUCA: 0.2
## 172 CAUCA: 0.2
## 173 CAUCA: 0.2
## 174 CAUCA: 0.2
## 175 CAUCA: 0.2
## 176 CAUCA: 0.2
## 177 CAUCA: 0.2
## 178 CAUCA: 0.2
## 179 CAUCA: 0.2
## 180 CAUCA: 0.2
## 181 CAUCA: 0.2
## 182 CAUCA: 0.2
## 183 CAUCA: 0.2
## 184 CAUCA: 0.2
## 185 CAUCA: 0.2
## 186 CAUCA: 0.2
## 187 CAUCA: 0.2
## 188 CAUCA: 0.2
## 189 CAUCA: 0.2
## 190 CAUCA: 0.2
## 191 CAUCA: 0.2
## 192 CAUCA: 0.2
## 193 CESAR: 0.470588235294118
## 194 CESAR: 0.470588235294118
## 195 CESAR: 0.470588235294118
## 196 CESAR: 0.470588235294118
## 197 CESAR: 0.470588235294118
## 198 CESAR: 0.470588235294118
## 199 CESAR: 0.470588235294118
## 200 CESAR: 0.470588235294118
## 201 CESAR: 0.470588235294118
## 202 CESAR: 0.470588235294118
## 203 CESAR: 0.470588235294118
## 204 CESAR: 0.470588235294118
## 205 CESAR: 0.470588235294118
## 206 CESAR: 0.470588235294118
## 207 CESAR: 0.470588235294118
## 208 CESAR: 0.470588235294118
## 209 CESAR: 0.470588235294118
## 210 CHOCO: 0.15
## 211 CHOCO: 0.15
## 212 CHOCO: 0.15
## 213 CHOCO: 0.15
## 214 CHOCO: 0.15
## 215 CHOCO: 0.15
## 216 CHOCO: 0.15
## 217 CHOCO: 0.15
## 218 CHOCO: 0.15
## 219 CHOCO: 0.15
## 220 CHOCO: 0.15
## 221 CHOCO: 0.15
## 222 CHOCO: 0.15
## 223 CHOCO: 0.15
## 224 CHOCO: 0.15
## 225 CHOCO: 0.15
## 226 CHOCO: 0.15
## 227 CHOCO: 0.15
## 228 CHOCO: 0.15
## 229 CHOCO: 0.15
## 230 CORDOBA: 0
## 231 CORDOBA: 0
## 232 CORDOBA: 0
## 233 CORDOBA: 0
## 234 CORDOBA: 0
## 235 CORDOBA: 0
## 236 CORDOBA: 0
## 237 CORDOBA: 0
## 238 CORDOBA: 0
## 239 CORDOBA: 0
## 240 CORDOBA: 0
## 241 CORDOBA: 0
## 242 CORDOBA: 0
## 243 CORDOBA: 0
## 244 CUNDINAMARCA: 0.296
## 245 CUNDINAMARCA: 0.296
## 246 CUNDINAMARCA: 0.296
## 247 CUNDINAMARCA: 0.296
## 248 CUNDINAMARCA: 0.296
## 249 CUNDINAMARCA: 0.296
## 250 CUNDINAMARCA: 0.296
## 251 CUNDINAMARCA: 0.296
## 252 CUNDINAMARCA: 0.296
## 253 CUNDINAMARCA: 0.296
## 254 CUNDINAMARCA: 0.296
## 255 CUNDINAMARCA: 0.296
## 256 CUNDINAMARCA: 0.296
## 257 CUNDINAMARCA: 0.296
## 258 CUNDINAMARCA: 0.296
## 259 CUNDINAMARCA: 0.296
## 260 CUNDINAMARCA: 0.296
## 261 CUNDINAMARCA: 0.296
## 262 CUNDINAMARCA: 0.296
## 263 CUNDINAMARCA: 0.296
## 264 CUNDINAMARCA: 0.296
## 265 CUNDINAMARCA: 0.296
## 266 CUNDINAMARCA: 0.296
## 267 CUNDINAMARCA: 0.296
## 268 CUNDINAMARCA: 0.296
## 269 CUNDINAMARCA: 0.296
## 270 CUNDINAMARCA: 0.296
## 271 CUNDINAMARCA: 0.296
## 272 CUNDINAMARCA: 0.296
## 273 CUNDINAMARCA: 0.296
## 274 CUNDINAMARCA: 0.296
## 275 CUNDINAMARCA: 0.296
## 276 CUNDINAMARCA: 0.296
## 277 CUNDINAMARCA: 0.296
## 278 CUNDINAMARCA: 0.296
## 279 CUNDINAMARCA: 0.296
## 280 CUNDINAMARCA: 0.296
## 281 CUNDINAMARCA: 0.296
## 282 CUNDINAMARCA: 0.296
## 283 CUNDINAMARCA: 0.296
## 284 CUNDINAMARCA: 0.296
## 285 CUNDINAMARCA: 0.296
## 286 CUNDINAMARCA: 0.296
## 287 CUNDINAMARCA: 0.296
## 288 CUNDINAMARCA: 0.296
## 289 CUNDINAMARCA: 0.296
## 290 CUNDINAMARCA: 0.296
## 291 CUNDINAMARCA: 0.296
## 292 CUNDINAMARCA: 0.296
## 293 CUNDINAMARCA: 0.296
## 294 CUNDINAMARCA: 0.296
## 295 CUNDINAMARCA: 0.296
## 296 CUNDINAMARCA: 0.296
## 297 CUNDINAMARCA: 0.296
## 298 CUNDINAMARCA: 0.296
## 299 CUNDINAMARCA: 0.296
## 300 CUNDINAMARCA: 0.296
## 301 CUNDINAMARCA: 0.296
## 302 CUNDINAMARCA: 0.296
## 303 CUNDINAMARCA: 0.296
## 304 CUNDINAMARCA: 0.296
## 305 CUNDINAMARCA: 0.296
## 306 CUNDINAMARCA: 0.296
## 307 CUNDINAMARCA: 0.296
## 308 CUNDINAMARCA: 0.296
## 309 CUNDINAMARCA: 0.296
## 310 CUNDINAMARCA: 0.296
## 311 CUNDINAMARCA: 0.296
## 312 CUNDINAMARCA: 0.296
## 313 CUNDINAMARCA: 0.296
## 314 CUNDINAMARCA: 0.296
## 315 CUNDINAMARCA: 0.296
## 316 CUNDINAMARCA: 0.296
## 317 CUNDINAMARCA: 0.296
## 318 CUNDINAMARCA: 0.296
## 319 CUNDINAMARCA: 0.296
## 320 CUNDINAMARCA: 0.296
## 321 CUNDINAMARCA: 0.296
## 322 CUNDINAMARCA: 0.296
## 323 CUNDINAMARCA: 0.296
## 324 CUNDINAMARCA: 0.296
## 325 CUNDINAMARCA: 0.296
## 326 CUNDINAMARCA: 0.296
## 327 CUNDINAMARCA: 0.296
## 328 CUNDINAMARCA: 0.296
## 329 CUNDINAMARCA: 0.296
## 330 CUNDINAMARCA: 0.296
## 331 CUNDINAMARCA: 0.296
## 332 CUNDINAMARCA: 0.296
## 333 CUNDINAMARCA: 0.296
## 334 CUNDINAMARCA: 0.296
## 335 CUNDINAMARCA: 0.296
## 336 CUNDINAMARCA: 0.296
## 337 CUNDINAMARCA: 0.296
## 338 CUNDINAMARCA: 0.296
## 339 CUNDINAMARCA: 0.296
## 340 CUNDINAMARCA: 0.296
## 341 CUNDINAMARCA: 0.296
## 342 CUNDINAMARCA: 0.296
## 343 CUNDINAMARCA: 0.296
## 344 CUNDINAMARCA: 0.296
## 345 CUNDINAMARCA: 0.296
## 346 CUNDINAMARCA: 0.296
## 347 CUNDINAMARCA: 0.296
## 348 CUNDINAMARCA: 0.296
## 349 CUNDINAMARCA: 0.296
## 350 CUNDINAMARCA: 0.296
## 351 CUNDINAMARCA: 0.296
## 352 CUNDINAMARCA: 0.296
## 353 CUNDINAMARCA: 0.296
## 354 CUNDINAMARCA: 0.296
## 355 CUNDINAMARCA: 0.296
## 356 CUNDINAMARCA: 0.296
## 357 CUNDINAMARCA: 0.296
## 358 CUNDINAMARCA: 0.296
## 359 CUNDINAMARCA: 0.296
## 360 CUNDINAMARCA: 0.296
## 361 CUNDINAMARCA: 0.296
## 362 CUNDINAMARCA: 0.296
## 363 CUNDINAMARCA: 0.296
## 364 CUNDINAMARCA: 0.296
## 365 CUNDINAMARCA: 0.296
## 366 CUNDINAMARCA: 0.296
## 367 CUNDINAMARCA: 0.296
## 368 CUNDINAMARCA: 0.296
## 369 GUAINIA: 0
## 370 GUAINIA: 0
## 371 GUAINIA: 0
## 372 GUAVIARE: 0
## 373 GUAVIARE: 0
## 374 GUAVIARE: 0
## 375 HUILA: 0.380952380952381
## 376 HUILA: 0.380952380952381
## 377 HUILA: 0.380952380952381
## 378 HUILA: 0.380952380952381
## 379 HUILA: 0.380952380952381
## 380 HUILA: 0.380952380952381
## 381 HUILA: 0.380952380952381
## 382 HUILA: 0.380952380952381
## 383 HUILA: 0.380952380952381
## 384 HUILA: 0.380952380952381
## 385 HUILA: 0.380952380952381
## 386 HUILA: 0.380952380952381
## 387 HUILA: 0.380952380952381
## 388 HUILA: 0.380952380952381
## 389 HUILA: 0.380952380952381
## 390 HUILA: 0.380952380952381
## 391 HUILA: 0.380952380952381
## 392 HUILA: 0.380952380952381
## 393 HUILA: 0.380952380952381
## 394 HUILA: 0.380952380952381
## 395 HUILA: 0.380952380952381
## 396 LA GUAJIRA: 1.4
## 397 LA GUAJIRA: 1.4
## 398 LA GUAJIRA: 1.4
## 399 LA GUAJIRA: 1.4
## 400 LA GUAJIRA: 1.4
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## 402 MAGDALENA: 0.363636363636364
## 403 MAGDALENA: 0.363636363636364
## 404 MAGDALENA: 0.363636363636364
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## 411 MAGDALENA: 0.363636363636364
## 412 MAGDALENA: 0.363636363636364
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## 417 MAGDALENA: 0.363636363636364
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## 419 MAGDALENA: 0.363636363636364
## 420 MAGDALENA: 0.363636363636364
## 421 MAGDALENA: 0.363636363636364
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## 521 NARIÑO: 0.476190476190476
## 522 NARIÑO: 0.476190476190476
## 523 NARIÑO: 0.476190476190476
## 524 NARIÑO: 0.476190476190476
## 525 NARIÑO: 0.476190476190476
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## 530 NARIÑO: 0.476190476190476
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## 533 NARIÑO: 0.476190476190476
## 534 NARIÑO: 0.476190476190476
## 535 NARIÑO: 0.476190476190476
## 536 NARIÑO: 0.476190476190476
## 537 NARIÑO: 0.476190476190476
## 538 NARIÑO: 0.476190476190476
## 539 NARIÑO: 0.476190476190476
## 540 NARIÑO: 0.476190476190476
## 541 NARIÑO: 0.476190476190476
## 542 NARIÑO: 0.476190476190476
## 543 NARIÑO: 0.476190476190476
## 544 NARIÑO: 0.476190476190476
## 545 NARIÑO: 0.476190476190476
## 546 NARIÑO: 0.476190476190476
## 547 NARIÑO: 0.476190476190476
## 548 NARIÑO: 0.476190476190476
## 549 NARIÑO: 0.476190476190476
## 550 NARIÑO: 0.476190476190476
## 551 NARIÑO: 0.476190476190476
## 552 NARIÑO: 0.476190476190476
## 553 NARIÑO: 0.476190476190476
## 554 NARIÑO: 0.476190476190476
## 555 NARIÑO: 0.476190476190476
## 556 NARIÑO: 0.476190476190476
## 557 NARIÑO: 0.476190476190476
## 558 NARIÑO: 0.476190476190476
## 559 NARIÑO: 0.476190476190476
## 560 NORTE DE SANTANDER: 0.454545454545455
## 561 NORTE DE SANTANDER: 0.454545454545455
## 562 NORTE DE SANTANDER: 0.454545454545455
## 563 NORTE DE SANTANDER: 0.454545454545455
## 564 NORTE DE SANTANDER: 0.454545454545455
## 565 NORTE DE SANTANDER: 0.454545454545455
## 566 NORTE DE SANTANDER: 0.454545454545455
## 567 NORTE DE SANTANDER: 0.454545454545455
## 568 NORTE DE SANTANDER: 0.454545454545455
## 569 NORTE DE SANTANDER: 0.454545454545455
## 570 NORTE DE SANTANDER: 0.454545454545455
## 571 PUTUMAYO: 0
## 572 PUTUMAYO: 0
## 573 PUTUMAYO: 0
## 574 PUTUMAYO: 0
## 575 PUTUMAYO: 0
## 576 PUTUMAYO: 0
## 577 PUTUMAYO: 0
## 578 PUTUMAYO: 0
## 579 PUTUMAYO: 0
## 580 QUINDIO: 0.8
## 581 QUINDIO: 0.8
## 582 QUINDIO: 0.8
## 583 QUINDIO: 0.8
## 584 QUINDIO: 0.8
## 585 QUINDIO: 0.8
## 586 QUINDIO: 0.8
## 587 QUINDIO: 0.8
## 588 QUINDIO: 0.8
## 589 QUINDIO: 0.8
## 590 RISARALDA: 1.2258064516129
## 591 RISARALDA: 1.2258064516129
## 592 RISARALDA: 1.2258064516129
## 593 RISARALDA: 1.2258064516129
## 594 RISARALDA: 1.2258064516129
## 595 RISARALDA: 1.2258064516129
## 596 RISARALDA: 1.2258064516129
## 597 RISARALDA: 1.2258064516129
## 598 RISARALDA: 1.2258064516129
## 599 RISARALDA: 1.2258064516129
## 600 RISARALDA: 1.2258064516129
## 601 RISARALDA: 1.2258064516129
## 602 RISARALDA: 1.2258064516129
## 603 RISARALDA: 1.2258064516129
## 604 RISARALDA: 1.2258064516129
## 605 RISARALDA: 1.2258064516129
## 606 RISARALDA: 1.2258064516129
## 607 RISARALDA: 1.2258064516129
## 608 RISARALDA: 1.2258064516129
## 609 RISARALDA: 1.2258064516129
## 610 RISARALDA: 1.2258064516129
## 611 RISARALDA: 1.2258064516129
## 612 RISARALDA: 1.2258064516129
## 613 RISARALDA: 1.2258064516129
## 614 RISARALDA: 1.2258064516129
## 615 RISARALDA: 1.2258064516129
## 616 RISARALDA: 1.2258064516129
## 617 RISARALDA: 1.2258064516129
## 618 RISARALDA: 1.2258064516129
## 619 RISARALDA: 1.2258064516129
## 620 RISARALDA: 1.2258064516129
## 621 SANTANDER: 0.0263157894736842
## 622 SANTANDER: 0.0263157894736842
## 623 SANTANDER: 0.0263157894736842
## 624 SANTANDER: 0.0263157894736842
## 625 SANTANDER: 0.0263157894736842
## 626 SANTANDER: 0.0263157894736842
## 627 SANTANDER: 0.0263157894736842
## 628 SANTANDER: 0.0263157894736842
## 629 SANTANDER: 0.0263157894736842
## 630 SANTANDER: 0.0263157894736842
## 631 SANTANDER: 0.0263157894736842
## 632 SANTANDER: 0.0263157894736842
## 633 SANTANDER: 0.0263157894736842
## 634 SANTANDER: 0.0263157894736842
## 635 SANTANDER: 0.0263157894736842
## 636 SANTANDER: 0.0263157894736842
## 637 SANTANDER: 0.0263157894736842
## 638 SANTANDER: 0.0263157894736842
## 639 SANTANDER: 0.0263157894736842
## 640 SANTANDER: 0.0263157894736842
## 641 SANTANDER: 0.0263157894736842
## 642 SANTANDER: 0.0263157894736842
## 643 SANTANDER: 0.0263157894736842
## 644 SANTANDER: 0.0263157894736842
## 645 SANTANDER: 0.0263157894736842
## 646 SANTANDER: 0.0263157894736842
## 647 SANTANDER: 0.0263157894736842
## 648 SANTANDER: 0.0263157894736842
## 649 SANTANDER: 0.0263157894736842
## 650 SANTANDER: 0.0263157894736842
## 651 SANTANDER: 0.0263157894736842
## 652 SANTANDER: 0.0263157894736842
## 653 SANTANDER: 0.0263157894736842
## 654 SANTANDER: 0.0263157894736842
## 655 SANTANDER: 0.0263157894736842
## 656 SANTANDER: 0.0263157894736842
## 657 SANTANDER: 0.0263157894736842
## 658 SANTANDER: 0.0263157894736842
## 659 SUCRE: 0
## 660 SUCRE: 0
## 661 SUCRE: 0
## 662 SUCRE: 0
## 663 SUCRE: 0
## 664 SUCRE: 0
## 665 SUCRE: 0
## 666 SUCRE: 0
## 667 SUCRE: 0
## 668 TOLIMA: 0.112903225806452
## 669 TOLIMA: 0.112903225806452
## 670 TOLIMA: 0.112903225806452
## 671 TOLIMA: 0.112903225806452
## 672 TOLIMA: 0.112903225806452
## 673 TOLIMA: 0.112903225806452
## 674 TOLIMA: 0.112903225806452
## 675 TOLIMA: 0.112903225806452
## 676 TOLIMA: 0.112903225806452
## 677 TOLIMA: 0.112903225806452
## 678 TOLIMA: 0.112903225806452
## 679 TOLIMA: 0.112903225806452
## 680 TOLIMA: 0.112903225806452
## 681 TOLIMA: 0.112903225806452
## 682 TOLIMA: 0.112903225806452
## 683 TOLIMA: 0.112903225806452
## 684 TOLIMA: 0.112903225806452
## 685 TOLIMA: 0.112903225806452
## 686 TOLIMA: 0.112903225806452
## 687 TOLIMA: 0.112903225806452
## 688 TOLIMA: 0.112903225806452
## 689 TOLIMA: 0.112903225806452
## 690 TOLIMA: 0.112903225806452
## 691 TOLIMA: 0.112903225806452
## 692 TOLIMA: 0.112903225806452
## 693 TOLIMA: 0.112903225806452
## 694 TOLIMA: 0.112903225806452
## 695 TOLIMA: 0.112903225806452
## 696 TOLIMA: 0.112903225806452
## 697 TOLIMA: 0.112903225806452
## 698 TOLIMA: 0.112903225806452
## 699 TOLIMA: 0.112903225806452
## 700 TOLIMA: 0.112903225806452
## 701 TOLIMA: 0.112903225806452
## 702 TOLIMA: 0.112903225806452
## 703 TOLIMA: 0.112903225806452
## 704 TOLIMA: 0.112903225806452
## 705 TOLIMA: 0.112903225806452
## 706 TOLIMA: 0.112903225806452
## 707 TOLIMA: 0.112903225806452
## 708 TOLIMA: 0.112903225806452
## 709 TOLIMA: 0.112903225806452
## 710 TOLIMA: 0.112903225806452
## 711 TOLIMA: 0.112903225806452
## 712 TOLIMA: 0.112903225806452
## 713 TOLIMA: 0.112903225806452
## 714 TOLIMA: 0.112903225806452
## 715 TOLIMA: 0.112903225806452
## 716 TOLIMA: 0.112903225806452
## 717 TOLIMA: 0.112903225806452
## 718 TOLIMA: 0.112903225806452
## 719 TOLIMA: 0.112903225806452
## 720 TOLIMA: 0.112903225806452
## 721 TOLIMA: 0.112903225806452
## 722 TOLIMA: 0.112903225806452
## 723 TOLIMA: 0.112903225806452
## 724 TOLIMA: 0.112903225806452
## 725 TOLIMA: 0.112903225806452
## 726 TOLIMA: 0.112903225806452
## 727 TOLIMA: 0.112903225806452
## 728 TOLIMA: 0.112903225806452
## 729 TOLIMA: 0.112903225806452
## 730 VALLE DEL CAUCA: 1.42307692307692
## 731 VALLE DEL CAUCA: 1.42307692307692
## 732 VALLE DEL CAUCA: 1.42307692307692
## 733 VALLE DEL CAUCA: 1.42307692307692
## 734 VALLE DEL CAUCA: 1.42307692307692
## 735 VALLE DEL CAUCA: 1.42307692307692
## 736 VALLE DEL CAUCA: 1.42307692307692
## 737 VALLE DEL CAUCA: 1.42307692307692
## 738 VALLE DEL CAUCA: 1.42307692307692
## 739 VALLE DEL CAUCA: 1.42307692307692
## 740 VALLE DEL CAUCA: 1.42307692307692
## 741 VALLE DEL CAUCA: 1.42307692307692
## 742 VALLE DEL CAUCA: 1.42307692307692
## 743 VALLE DEL CAUCA: 1.42307692307692
## 744 VALLE DEL CAUCA: 1.42307692307692
## 745 VALLE DEL CAUCA: 1.42307692307692
## 746 VALLE DEL CAUCA: 1.42307692307692
## 747 VALLE DEL CAUCA: 1.42307692307692
## 748 VALLE DEL CAUCA: 1.42307692307692
## 749 VALLE DEL CAUCA: 1.42307692307692
## 750 VALLE DEL CAUCA: 1.42307692307692
## 751 VALLE DEL CAUCA: 1.42307692307692
## 752 VALLE DEL CAUCA: 1.42307692307692
## 753 VALLE DEL CAUCA: 1.42307692307692
## 754 VALLE DEL CAUCA: 1.42307692307692
## 755 VALLE DEL CAUCA: 1.42307692307692
## 756 VAUPES: 0
## 757 VICHADA: 0DPTO_SH2## Simple feature collection with 33 features and 9 fields
## Geometry type: MULTIPOLYGON
## Dimension: XY
## Bounding box: xmin: -81.73562 ymin: -4.229406 xmax: -66.84722 ymax: 13.39473
## Geodetic CRS: MAGNA-SIRGAS
## First 10 features:
## DPTO_CCDGO DPTO_CNMBR DPTO_ANO_C DPTO_ACT_A
## 1 05 ANTIOQUIA 1886 Constitucion Politica de 1886
## 2 08 ATLÁNTICO 1910 Ley 21 de 1910
## 3 11 BOGOTÁ, D.C. 1538 Constitucion Politica de 1886
## 4 13 BOLÍVAR 1886 Constitucion Politica de 1886
## 5 15 BOYACÁ 1886 Constitucion Politica de 1886
## 6 17 CALDAS 1905 11 de Abril de 1905
## 7 18 CAQUETÁ 1981 Ley 78 del 29 de Diciembre de 1981
## 8 19 CAUCA 1857 15 de junio de 1857
## 9 20 CESAR 1967 Ley 25 21 de junio de 1967
## 10 23 CÓRDOBA 1951 Ley 9 del 18 de Diciembre de 1951
## DPTO_NAREA DPTO_CSMBL DPTO_VGNC Shape_Leng Shape_Area
## 1 62808.630 3 2021 21.492374 5.1352363
## 2 3314.447 3 2021 2.573162 0.2738225
## 3 1622.853 3 2021 3.765324 0.1322079
## 4 26719.968 3 2021 16.233072 2.1956393
## 5 23138.048 3 2021 15.906491 1.8883908
## 6 7425.246 3 2021 6.663759 0.6054998
## 7 92831.284 3 2021 21.218741 7.5402411
## 8 31242.803 3 2021 13.955090 2.5344101
## 9 22565.307 3 2021 12.578459 1.8582044
## 10 25086.221 3 2021 9.725656 2.0575064
## geometry
## 1 MULTIPOLYGON (((-76.41355 8...
## 2 MULTIPOLYGON (((-74.84946 1...
## 3 MULTIPOLYGON (((-74.07059 4...
## 4 MULTIPOLYGON (((-76.17318 9...
## 5 MULTIPOLYGON (((-72.17368 7...
## 6 MULTIPOLYGON (((-74.67154 5...
## 7 MULTIPOLYGON (((-74.79916 2...
## 8 MULTIPOLYGON (((-76.45922 3...
## 9 MULTIPOLYGON (((-73.45335 1...
## 10 MULTIPOLYGON (((-75.88119 9...DPTO_JOIN <- geo_join(DPTO_SH2, Resumen3,"DPTO_CCDGO", "COD_DANE")## Warning: We recommend using the dplyr::*_join() family of functions instead.## Warning: `group_by_()` was deprecated in dplyr 0.7.0.
## Please use `group_by()` instead.
## See vignette('programming') for more help
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was generated.#DPTO_JOIN = as.data.frame(DPTO_JOIN)
DPTO_JOIN## Simple feature collection with 33 features and 13 fields
## Geometry type: MULTIPOLYGON
## Dimension: XY
## Bounding box: xmin: -81.73562 ymin: -4.229406 xmax: -66.84722 ymax: 13.39473
## Geodetic CRS: MAGNA-SIRGAS
## First 10 features:
## DPTO_CCDGO DPTO_CNMBR DPTO_ANO_C DPTO_ACT_A
## 1 05 ANTIOQUIA 1886 Constitucion Politica de 1886
## 2 08 ATLÁNTICO 1910 Ley 21 de 1910
## 3 11 BOGOTÁ, D.C. 1538 Constitucion Politica de 1886
## 4 13 BOLÍVAR 1886 Constitucion Politica de 1886
## 5 15 BOYACÁ 1886 Constitucion Politica de 1886
## 6 17 CALDAS 1905 11 de Abril de 1905
## 7 18 CAQUETÁ 1981 Ley 78 del 29 de Diciembre de 1981
## 8 19 CAUCA 1857 15 de junio de 1857
## 9 20 CESAR 1967 Ley 25 21 de junio de 1967
## 10 23 CÓRDOBA 1951 Ley 9 del 18 de Diciembre de 1951
## DPTO_NAREA DPTO_CSMBL DPTO_VGNC Shape_Leng Shape_Area DEPARTAMENTO promedioH
## 1 62808.630 3 2021 21.492374 5.1352363 ANTIOQUIA 0.8048780
## 2 3314.447 3 2021 2.573162 0.2738225 ATLANTICO 0.0000000
## 3 1622.853 3 2021 3.765324 0.1322079 BOGOTA, D.C. 1.6428571
## 4 26719.968 3 2021 16.233072 2.1956393 BOLIVAR 0.0000000
## 5 23138.048 3 2021 15.906491 1.8883908 BOYACA 0.7647059
## 6 7425.246 3 2021 6.663759 0.6054998 CALDAS 0.5000000
## 7 92831.284 3 2021 21.218741 7.5402411 CAQUETA 1.2500000
## 8 31242.803 3 2021 13.955090 2.5344101 CAUCA 0.2000000
## 9 22565.307 3 2021 12.578459 1.8582044 CESAR 0.4705882
## 10 25086.221 3 2021 9.725656 2.0575064 CORDOBA 0.0000000
## Etiquetas rank geometry
## 1 ANTIOQUIA: 0.804878048780488 1 MULTIPOLYGON (((-76.41355 8...
## 2 ATLANTICO: 0 1 MULTIPOLYGON (((-74.84946 1...
## 3 BOGOTA, D.C.: 1.64285714285714 1 MULTIPOLYGON (((-74.07059 4...
## 4 BOLIVAR: 0 1 MULTIPOLYGON (((-76.17318 9...
## 5 BOYACA: 0.764705882352941 1 MULTIPOLYGON (((-72.17368 7...
## 6 CALDAS: 0.5 1 MULTIPOLYGON (((-74.67154 5...
## 7 CAQUETA: 1.25 1 MULTIPOLYGON (((-74.79916 2...
## 8 CAUCA: 0.2 1 MULTIPOLYGON (((-76.45922 3...
## 9 CESAR: 0.470588235294118 1 MULTIPOLYGON (((-73.45335 1...
## 10 CORDOBA: 0 1 MULTIPOLYGON (((-75.88119 9...pal <- colorNumeric( palette = "RdYlBu", domain=DPTO_JOIN$promedioH) #palette = "YlGnBu" "RdBu" "RdYlBu" "Spectral" "Paired" "PuRd" "RdYlGn"
popup_sb <- paste0("Promedio de Heridos: ", as.character(DPTO_JOIN$promedioH))
leaflet(sp_df) %>%
addProviderTiles("CartoDB.Positron") %>%
#setView(-98.483330, 38.712046, zoom = 4) %>%
addPolygons(data = DPTO_JOIN ,
fillColor = ~pal(DPTO_JOIN$promedioH),
opacity = 1,
color = "black",
dashArray = "3",fillOpacity = 0.9,
highlight = highlightOptions(
weight = 1,
color = "#666",
dashArray = "",
fillOpacity = 1,
bringToFront = TRUE),
label = DPTO_JOIN$Etiquetas,
labelOptions = labelOptions(
style = list("font-weight" = "normal", padding = "3px 8px"),
textsize = "15px",
direction = "auto"))%>%
addLegend(pal = pal, values =DPTO_JOIN$promedioH, opacity = 0.7, title = NULL,
position = "bottomright")## Warning: sf layer has inconsistent datum (+proj=longlat +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +no_defs).
## Need '+proj=longlat +datum=WGS84'